list | grep "spot[RiverPython]" pip
spotPython 0.2.31
spotRiver 0.0.93
Note: you may need to restart the kernel to use updated packages.
spotPython
: RegressionIn this tutorial, we will show how spotPython
can be integrated into the PyTorch
training workflow for regreession tasks.
This document refers to the following software versions:
python
: 3.10.10torch
: 2.0.1torchvision
: 0.15.0list | grep "spot[RiverPython]" pip
spotPython 0.2.31
spotRiver 0.0.93
Note: you may need to restart the kernel to use updated packages.
spotPython
can be installed via pip. Alternatively, the source code can be downloaded from gitHub: https://github.com/sequential-parameter-optimization/spotPython.
!pip install spotPython
spotPython
from gitHub.# import sys
# !{sys.executable} -m pip install --upgrade build
# !{sys.executable} -m pip install --upgrade --force-reinstall spotPython
Before we consider the detailed experimental setup, we select the parameters that affect run time, initial design size and the device that is used.
= 1
MAX_TIME = 5
INIT_SIZE = "cpu" # "cuda:0" DEVICE
from spotPython.utils.device import getDevice
= getDevice(DEVICE)
DEVICE print(DEVICE)
cpu
import os
import copy
import socket
from datetime import datetime
from dateutil.tz import tzlocal
= datetime.now(tzlocal())
start_time = socket.gethostname().split(".")[0]
HOSTNAME = '24-torch' + "_" + HOSTNAME + "_" + str(MAX_TIME) + "min_" + str(INIT_SIZE) + "init_" + str(start_time).split(".", 1)[0].replace(' ', '_')
experiment_name = experiment_name.replace(':', '-')
experiment_name print(experiment_name)
if not os.path.exists('./figures'):
'./figures') os.makedirs(
24-torch_p040025_1min_5init_2023-06-16_15-28-58
fun_control
DictionaryspotPython
uses a Python dictionary for storing the information required for the hyperparameter tuning process, which was described in Section 13.2.
from spotPython.utils.init import fun_control_init
= fun_control_init(task="regression",
fun_control ="runs/24_spot_torch_regression",
tensorboard_path=DEVICE) device
# Create dataset
import pandas as pd
import numpy as np
from sklearn import datasets as sklearn_datasets
from sklearn.preprocessing import MinMaxScaler
from sklearn.model_selection import train_test_split
= sklearn_datasets.make_regression(
X, y =1000, n_features=10, noise=1, random_state=123)
n_samples= y.reshape(-1, 1)
y
# Normalize the data
= MinMaxScaler()
X_scaler = X_scaler.fit_transform(X)
X_scaled = MinMaxScaler()
y_scaler = y_scaler.fit_transform(y)
y_scaled
# combine the features and target into a single dataframe named train_df
= pd.DataFrame(np.hstack((X_scaled, y_scaled)))
train_df
= "y"
target_column = train_df.shape[0]
n_samples = train_df.shape[1] - 1
n_features = [f"x{i}" for i in range(1, n_features+1)] + [target_column]
train_df.columns = train_test_split(train_df.drop(target_column,
X_train, X_test, y_train, y_test =1),
axis
train_df[target_column],=42,
random_state=0.25)
test_size= pd.DataFrame(np.hstack((X_train, np.array(y_train).reshape(-1, 1))))
trainset = pd.DataFrame(np.hstack((X_test, np.array(y_test).reshape(-1, 1))))
testset = [f"x{i}" for i in range(1, n_features+1)] + [target_column]
trainset.columns = [f"x{i}" for i in range(1, n_features+1)] + [target_column]
testset.columns print(train_df.shape)
print(trainset.shape)
print(testset.shape)
(1000, 11)
(750, 11)
(250, 11)
import torch
from spotPython.torch.dataframedataset import DataFrameDataset
= torch.float32
dtype_x = torch.float32
dtype_y = DataFrameDataset(train_df, target_column=target_column,
train_df =dtype_x, dtype_y=dtype_y)
dtype_x= DataFrameDataset(trainset, target_column=target_column,
train =dtype_x, dtype_y=dtype_y)
dtype_x= DataFrameDataset(testset, target_column=target_column,
test =dtype_x, dtype_y=dtype_y)
dtype_x= len(train) n_samples
from spotPython.torch.traintest import create_train_val_data_loaders
= create_train_val_data_loaders(train, 2, True, 0)
trainloader, testloader for i, data in enumerate(trainloader, 0):
= data
inputs, labels print(inputs.shape)
print(labels.shape)
print(inputs)
print(labels)
break
torch.Size([2, 10])
torch.Size([2])
tensor([[0.2292, 0.3917, 0.7026, 0.3379, 0.2847, 0.4003, 0.7325, 0.4526, 0.5280,
0.3448],
[0.3003, 0.7305, 0.5822, 0.7334, 0.5502, 0.5801, 0.4271, 0.8080, 0.5127,
0.5110]])
tensor([0.1820, 0.7691])
fun_control
dictionary:# add the dataset to the fun_control
"data": train_df, # full dataset,
fun_control.update({"train": train,
"test": test,
"n_samples": n_samples,
"target_column": target_column,})
After the training and test data are specified and added to the fun_control
dictionary, spotPython
allows the specification of a data preprocessing pipeline, e.g., for the scaling of the data or for the one-hot encoding of categorical variables, see Section 13.4.1. This feature is not used here, so we do not change the default value (which is None
).
algorithm
and core_model_hyper_dict
spotPython
includes the Net_lin_reg
class which is implemented in the file netregression.py
.
This class inherits from the class Net_Core
which is implemented in the file netcore.py
, see ?sec-the-net-core-class-24.
from torch import nn
import spotPython.torch.netcore as netcore
class Net_lin_reg(netcore.Net_Core):
def __init__(
self, _L_in, _L_out, l1, dropout_prob, lr_mult,
batch_size, epochs, k_folds, patience, optimizer,
sgd_momentum
):
super(Net_lin_reg, self).__init__(
lr_mult=lr_mult,
batch_size=batch_size,
epochs=epochs,
k_folds=k_folds,
patience=patience,
optimizer=optimizer,
sgd_momentum=sgd_momentum,
)
l2 = max(l1 // 2, 4)
self.fc1 = nn.Linear(_L_in, l1)
self.fc2 = nn.Linear(l1, l2)
self.fc3 = nn.Linear(l2, _L_out)
self.relu = nn.ReLU()
self.softmax = nn.Softmax(dim=1)
self.dropout1 = nn.Dropout(p=dropout_prob)
self.dropout2 = nn.Dropout(p=dropout_prob / 2)
def forward(self, x):
x = self.fc1(x)
x = self.relu(x)
x = self.dropout1(x)
x = self.fc2(x)
x = self.relu(x)
x = self.dropout2(x)
x = self.fc3(x)
return x
Net_Core
classNet_lin_reg
inherits from the class Net_Core
which is implemented in the file netcore.py
. This class was described in Section 13.4.3.
from spotPython.torch.netregression import Net_lin_reg
from spotPython.data.torch_hyper_dict import TorchHyperDict
from spotPython.hyperparameters.values import add_core_model_to_fun_control
= add_core_model_to_fun_control(core_model=Net_lin_reg,
fun_control =fun_control,
fun_control=TorchHyperDict,
hyper_dict=None) filename
hyper_dict
Hyperparameters for the Selected AlgorithmspotPython
uses JSON
files for the specification of the hyperparameters, which were described in Section 13.5.2.
The corresponding entries for the Net_lin_reg
class are shown below.
"Net_lin_reg":
{
"_L_in": {
"type": "int",
"default": 10,
"transform": "None",
"lower": 10,
"upper": 10},
"_L_out": {
"type": "int",
"default": 1,
"transform": "None",
"lower": 1,
"upper": 1},
"l1": {
"type": "int",
"default": 3,
"transform": "transform_power_2_int",
"lower": 3,
"upper": 8},
"dropout_prob": {
"type": "float",
"default": 0.01,
"transform": "None",
"lower": 0.0,
"upper": 0.9},
"lr_mult": {
"type": "float",
"default": 1.0,
"transform": "None",
"lower": 0.1,
"upper": 10.0},
"batch_size": {
"type": "int",
"default": 4,
"transform": "transform_power_2_int",
"lower": 1,
"upper": 4},
"epochs": {
"type": "int",
"default": 4,
"transform": "transform_power_2_int",
"lower": 4,
"upper": 9},
"k_folds": {
"type": "int",
"default": 1,
"transform": "None",
"lower": 1,
"upper": 1},
"patience": {
"type": "int",
"default": 2,
"transform": "transform_power_2_int",
"lower": 1,
"upper": 5
},
"optimizer": {
"levels": ["Adadelta",
"Adagrad",
"Adam",
"AdamW",
"SparseAdam",
"Adamax",
"ASGD",
"NAdam",
"RAdam",
"RMSprop",
"Rprop",
"SGD"],
"type": "factor",
"default": "SGD",
"transform": "None",
"class_name": "torch.optim",
"core_model_parameter_type": "str",
"lower": 0,
"upper": 12},
"sgd_momentum": {
"type": "float",
"default": 0.0,
"transform": "None",
"lower": 0.0,
"upper": 1.0}
},
spotPython
provides functions for modifying the hyperparameters, their bounds and factors as well as for activating and de-activating hyperparameters without re-compilation of the Python source code. These functions were described in Section 13.5.3.
hyper_dict
Hyperparameters for the Selected Algorithm aka core_model
from spotPython.hyperparameters.values import modify_hyper_parameter_bounds
= modify_hyper_parameter_bounds(fun_control, "epochs", bounds=[2, 16])
fun_control = modify_hyper_parameter_bounds(fun_control, "patience", bounds=[3, 7]) fun_control
from spotPython.hyperparameters.values import modify_hyper_parameter_levels
= modify_hyper_parameter_levels(fun_control, "optimizer",
fun_control "Adadelta", "Adagrad", "Adam", "AdamW", "Adamax", "ASGD", "NAdam"])
[
fun_control.update({"_L_in": n_features,
"_L_out": 1,})
Optimizers are described in Section 13.6.
The evaluation procedure requires the specification of two elements:
The key "loss_function"
specifies the loss function which is used during the optimization, see Section 13.8.
We will use MSE loss for the regression task.
from torch.nn import MSELoss
= MSELoss()
loss_torch "loss_function": loss_torch}) fun_control.update({
from torchmetrics import MeanAbsoluteError
= MeanAbsoluteError().to(fun_control["device"])
metric_torch "metric_torch": metric_torch}) fun_control.update({
The following code passes the information about the parameter ranges and bounds to spot
.
# extract the variable types, names, and bounds
from spotPython.hyperparameters.values import (get_bound_values,
get_var_name,
get_var_type,)= get_var_type(fun_control)
var_type = get_var_name(fun_control)
var_name "var_type": var_type,
fun_control.update({"var_name": var_name})
= get_bound_values(fun_control, "lower")
lower = get_bound_values(fun_control, "upper") upper
from spotPython.utils.eda import gen_design_table
print(gen_design_table(fun_control))
| name | type | default | lower | upper | transform |
|--------------|--------|-----------|---------|---------|-----------------------|
| _L_in | int | 10 | 10 | 10 | None |
| _L_out | int | 1 | 1 | 1 | None |
| l1 | int | 3 | 3 | 8 | transform_power_2_int |
| dropout_prob | float | 0.01 | 0 | 0.9 | None |
| lr_mult | float | 1.0 | 0.1 | 10 | None |
| batch_size | int | 4 | 1 | 4 | transform_power_2_int |
| epochs | int | 4 | 2 | 16 | transform_power_2_int |
| k_folds | int | 1 | 1 | 1 | None |
| patience | int | 2 | 3 | 7 | transform_power_2_int |
| optimizer | factor | SGD | 0 | 6 | None |
| sgd_momentum | float | 0.0 | 0 | 1 | None |
fun_torch
The objective function fun_torch
is selected next. It implements an interface from PyTorch
’s training, validation, and testing methods to spotPython
.
from spotPython.fun.hypertorch import HyperTorch
= HyperTorch().fun_torch fun
from spotPython.hyperparameters.values import get_default_hyperparameters_as_array
=TorchHyperDict().load()
hyper_dict= get_default_hyperparameters_as_array(fun_control, hyper_dict) X_start
The spotPython
hyperparameter tuning is started by calling the Spot
function as described in Section 13.12.
from spotPython.spot import spot
from math import inf
= spot.Spot(fun=fun,
spot_tuner = lower,
lower = upper,
upper = inf,
fun_evals = 1,
fun_repeats = MAX_TIME,
max_time = False,
noise = np.sqrt(np.spacing(1)),
tolerance_x = var_type,
var_type = var_name,
var_name = "y",
infill_criterion = 1,
n_points =123,
seed= 50,
log_level = False,
show_models= True,
show_progress= fun_control,
fun_control ={"init_size": INIT_SIZE,
design_control"repeats": 1},
={"noise": True,
surrogate_control"cod_type": "norm",
"min_theta": -4,
"max_theta": 3,
"n_theta": len(var_name),
"model_fun_evals": 10_000,
"log_level": 50
})=X_start) spot_tuner.run(X_start
config: {'_L_in': 10, '_L_out': 1, 'l1': 64, 'dropout_prob': 0.7103122166156, 'lr_mult': 3.62368745191023, 'batch_size': 8, 'epochs': 128, 'k_folds': 1, 'patience': 16, 'optimizer': 'Adam', 'sgd_momentum': 0.5446851204405787}
Epoch: 1
Loss on hold-out set: 0.05745365338301972
MeanAbsoluteError value on hold-out data: 0.19191601872444153
Epoch: 2
Loss on hold-out set: 0.04951334710379964
MeanAbsoluteError value on hold-out data: 0.17580930888652802
Epoch: 3
Loss on hold-out set: 0.03862973867523435
MeanAbsoluteError value on hold-out data: 0.15307120978832245
Epoch: 4
Loss on hold-out set: 0.03295925605159841
MeanAbsoluteError value on hold-out data: 0.1451331526041031
Epoch: 5
Loss on hold-out set: 0.03271687685168887
MeanAbsoluteError value on hold-out data: 0.1452510505914688
Epoch: 6
Loss on hold-out set: 0.028198381395716416
MeanAbsoluteError value on hold-out data: 0.1331503838300705
Epoch: 7
Loss on hold-out set: 0.02952171303331852
MeanAbsoluteError value on hold-out data: 0.13505294919013977
Epoch: 8
Loss on hold-out set: 0.027896445746974724
MeanAbsoluteError value on hold-out data: 0.13167253136634827
Epoch: 9
Loss on hold-out set: 0.029637892706025588
MeanAbsoluteError value on hold-out data: 0.13700781762599945
Epoch: 10
Loss on hold-out set: 0.025071187042876295
MeanAbsoluteError value on hold-out data: 0.12361788749694824
Epoch: 11
Loss on hold-out set: 0.024052634970039913
MeanAbsoluteError value on hold-out data: 0.12258939445018768
Epoch: 12
Loss on hold-out set: 0.02428575962977974
MeanAbsoluteError value on hold-out data: 0.12107816338539124
Epoch: 13
Loss on hold-out set: 0.020868267300293633
MeanAbsoluteError value on hold-out data: 0.11732076108455658
Epoch: 14
Loss on hold-out set: 0.022653108168589443
MeanAbsoluteError value on hold-out data: 0.12056556344032288
Epoch: 15
Loss on hold-out set: 0.02559696275152658
MeanAbsoluteError value on hold-out data: 0.12926335632801056
Epoch: 16
Loss on hold-out set: 0.020744719910190293
MeanAbsoluteError value on hold-out data: 0.11210203915834427
Epoch: 17
Loss on hold-out set: 0.019854526231555564
MeanAbsoluteError value on hold-out data: 0.11115261167287827
Epoch: 18
Loss on hold-out set: 0.02174610203426135
MeanAbsoluteError value on hold-out data: 0.11497768759727478
Epoch: 19
Loss on hold-out set: 0.01746439996273502
MeanAbsoluteError value on hold-out data: 0.10646726936101913
Epoch: 20
Loss on hold-out set: 0.019926173269356553
MeanAbsoluteError value on hold-out data: 0.11438999325037003
Epoch: 21
Loss on hold-out set: 0.02035327721387148
MeanAbsoluteError value on hold-out data: 0.11347806453704834
Epoch: 22
Loss on hold-out set: 0.019026547621347402
MeanAbsoluteError value on hold-out data: 0.11003994196653366
Epoch: 23
Loss on hold-out set: 0.019548826048297708
MeanAbsoluteError value on hold-out data: 0.10935945808887482
Epoch: 24
Loss on hold-out set: 0.02136400587225676
MeanAbsoluteError value on hold-out data: 0.1124182865023613
Epoch: 25
Loss on hold-out set: 0.018488369784072825
MeanAbsoluteError value on hold-out data: 0.10468220710754395
Epoch: 26
Loss on hold-out set: 0.018321241589116032
MeanAbsoluteError value on hold-out data: 0.10557576268911362
Epoch: 27
Loss on hold-out set: 0.017164307965063734
MeanAbsoluteError value on hold-out data: 0.10338384658098221
Epoch: 28
Loss on hold-out set: 0.01709466764556342
MeanAbsoluteError value on hold-out data: 0.10167723894119263
Epoch: 29
Loss on hold-out set: 0.016352344687268334
MeanAbsoluteError value on hold-out data: 0.09782011806964874
Epoch: 30
Loss on hold-out set: 0.016236053583653348
MeanAbsoluteError value on hold-out data: 0.09945610165596008
Epoch: 31
Loss on hold-out set: 0.016790742287412286
MeanAbsoluteError value on hold-out data: 0.10059627890586853
Epoch: 32
Loss on hold-out set: 0.016225250064101266
MeanAbsoluteError value on hold-out data: 0.1023484617471695
Epoch: 33
Loss on hold-out set: 0.014519409962782734
MeanAbsoluteError value on hold-out data: 0.0948827713727951
Epoch: 34
Loss on hold-out set: 0.016425795393603806
MeanAbsoluteError value on hold-out data: 0.09922422468662262
Epoch: 35
Loss on hold-out set: 0.016824509798377556
MeanAbsoluteError value on hold-out data: 0.10087402909994125
Epoch: 36
Loss on hold-out set: 0.014133211556135825
MeanAbsoluteError value on hold-out data: 0.09146644920110703
Epoch: 37
Loss on hold-out set: 0.013934785270401718
MeanAbsoluteError value on hold-out data: 0.0936230942606926
Epoch: 38
Loss on hold-out set: 0.01605486383318509
MeanAbsoluteError value on hold-out data: 0.10164590179920197
Epoch: 39
Loss on hold-out set: 0.015872985002045568
MeanAbsoluteError value on hold-out data: 0.09870899468660355
Epoch: 40
Loss on hold-out set: 0.015578183878556286
MeanAbsoluteError value on hold-out data: 0.0958816334605217
Epoch: 41
Loss on hold-out set: 0.013267036600920715
MeanAbsoluteError value on hold-out data: 0.08772831410169601
Epoch: 42
Loss on hold-out set: 0.012434217502902212
MeanAbsoluteError value on hold-out data: 0.08465483039617538
Epoch: 43
Loss on hold-out set: 0.014190130720013067
MeanAbsoluteError value on hold-out data: 0.09387937933206558
Epoch: 44
Loss on hold-out set: 0.01529477196623032
MeanAbsoluteError value on hold-out data: 0.09061706811189651
Epoch: 45
Loss on hold-out set: 0.011923140365213743
MeanAbsoluteError value on hold-out data: 0.08351582288742065
Epoch: 46
Loss on hold-out set: 0.01135276915432003
MeanAbsoluteError value on hold-out data: 0.08167976886034012
Epoch: 47
Loss on hold-out set: 0.0113260528183003
MeanAbsoluteError value on hold-out data: 0.07830023765563965
Epoch: 48
Loss on hold-out set: 0.010118469644926097
MeanAbsoluteError value on hold-out data: 0.07581061869859695
Epoch: 49
Loss on hold-out set: 0.008517607280641402
MeanAbsoluteError value on hold-out data: 0.07117205113172531
Epoch: 50
Loss on hold-out set: 0.012779966762632523
MeanAbsoluteError value on hold-out data: 0.09011023491621017
Epoch: 51
Loss on hold-out set: 0.01101204254327489
MeanAbsoluteError value on hold-out data: 0.07752952724695206
Epoch: 52
Loss on hold-out set: 0.011311066606523175
MeanAbsoluteError value on hold-out data: 0.08169038593769073
Epoch: 53
Loss on hold-out set: 0.011122366223533294
MeanAbsoluteError value on hold-out data: 0.07905445992946625
Epoch: 54
Loss on hold-out set: 0.011743297567591071
MeanAbsoluteError value on hold-out data: 0.07984919100999832
Epoch: 55
Loss on hold-out set: 0.0107265767414662
MeanAbsoluteError value on hold-out data: 0.07617174834012985
Epoch: 56
Loss on hold-out set: 0.013562151996761952
MeanAbsoluteError value on hold-out data: 0.08538660407066345
Epoch: 57
Loss on hold-out set: 0.010498905609557895
MeanAbsoluteError value on hold-out data: 0.07534753531217575
Epoch: 58
Loss on hold-out set: 0.010198699402328777
MeanAbsoluteError value on hold-out data: 0.07616102695465088
Epoch: 59
Loss on hold-out set: 0.011023275119154468
MeanAbsoluteError value on hold-out data: 0.07930868119001389
Epoch: 60
Loss on hold-out set: 0.012757586192731795
MeanAbsoluteError value on hold-out data: 0.08465003967285156
Epoch: 61
Loss on hold-out set: 0.010012428821554701
MeanAbsoluteError value on hold-out data: 0.07326588779687881
Epoch: 62
Loss on hold-out set: 0.009798839121542283
MeanAbsoluteError value on hold-out data: 0.0687163770198822
Epoch: 63
Loss on hold-out set: 0.009429656453185567
MeanAbsoluteError value on hold-out data: 0.07201904058456421
Epoch: 64
Loss on hold-out set: 0.011273795769451872
MeanAbsoluteError value on hold-out data: 0.07847586274147034
Epoch: 65
Loss on hold-out set: 0.009946992783194506
MeanAbsoluteError value on hold-out data: 0.07946810871362686
Early stopping at epoch 64
Returned to Spot: Validation loss: 0.009946992783194506
----------------------------------------------
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.19981931523998656, 'lr_mult': 7.004318498645526, 'batch_size': 16, 'epochs': 2048, 'k_folds': 1, 'patience': 32, 'optimizer': 'Adadelta', 'sgd_momentum': 0.07401195908206384}
Epoch: 1
Loss on hold-out set: 0.03481505884739913
MeanAbsoluteError value on hold-out data: 0.15337888896465302
Epoch: 2
Loss on hold-out set: 0.024108913531036752
MeanAbsoluteError value on hold-out data: 0.12190604209899902
Epoch: 3
Loss on hold-out set: 0.03710558446810434
MeanAbsoluteError value on hold-out data: 0.1590408831834793
Epoch: 4
Loss on hold-out set: 0.020298096939529244
MeanAbsoluteError value on hold-out data: 0.11231211572885513
Epoch: 5
Loss on hold-out set: 0.022657658316587146
MeanAbsoluteError value on hold-out data: 0.12106352299451828
Epoch: 6
Loss on hold-out set: 0.036274123936891556
MeanAbsoluteError value on hold-out data: 0.16149720549583435
Epoch: 7
Loss on hold-out set: 0.044864222113239136
MeanAbsoluteError value on hold-out data: 0.18689055740833282
Epoch: 8
Loss on hold-out set: 0.04801365723343272
MeanAbsoluteError value on hold-out data: 0.1937437206506729
Epoch: 9
Loss on hold-out set: 0.08899875083252003
MeanAbsoluteError value on hold-out data: 0.27674320340156555
Epoch: 10
Loss on hold-out set: 0.022706393275017802
MeanAbsoluteError value on hold-out data: 0.12547071278095245
Epoch: 11
Loss on hold-out set: 0.035062968730926514
MeanAbsoluteError value on hold-out data: 0.16778464615345
Epoch: 12
Loss on hold-out set: 0.019179785722180417
MeanAbsoluteError value on hold-out data: 0.11852246522903442
Epoch: 13
Loss on hold-out set: 0.0600887489946265
MeanAbsoluteError value on hold-out data: 0.2230130285024643
Epoch: 14
Loss on hold-out set: 0.03355166276818827
MeanAbsoluteError value on hold-out data: 0.1613326072692871
Epoch: 15
Loss on hold-out set: 0.018933874407881184
MeanAbsoluteError value on hold-out data: 0.1149732694029808
Epoch: 16
Loss on hold-out set: 0.013259661923113623
MeanAbsoluteError value on hold-out data: 0.0902848094701767
Epoch: 17
Loss on hold-out set: 0.011501453669839784
MeanAbsoluteError value on hold-out data: 0.08867640793323517
Epoch: 18
Loss on hold-out set: 0.023069865070283413
MeanAbsoluteError value on hold-out data: 0.13547970354557037
Epoch: 19
Loss on hold-out set: 0.013658440010131974
MeanAbsoluteError value on hold-out data: 0.09993226826190948
Epoch: 20
Loss on hold-out set: 0.008054030311637018
MeanAbsoluteError value on hold-out data: 0.07342357933521271
Epoch: 21
Loss on hold-out set: 0.03372318346641565
MeanAbsoluteError value on hold-out data: 0.1704210489988327
Epoch: 22
Loss on hold-out set: 0.0343831761887199
MeanAbsoluteError value on hold-out data: 0.17160740494728088
Epoch: 23
Loss on hold-out set: 0.00884045905580646
MeanAbsoluteError value on hold-out data: 0.0738682970404625
Epoch: 24
Loss on hold-out set: 0.0323949431706416
MeanAbsoluteError value on hold-out data: 0.16607867181301117
Epoch: 25
Loss on hold-out set: 0.009987433833119116
MeanAbsoluteError value on hold-out data: 0.08538747578859329
Epoch: 26
Loss on hold-out set: 0.01535167564686976
MeanAbsoluteError value on hold-out data: 0.11178862303495407
Epoch: 27
Loss on hold-out set: 0.01003673782964286
MeanAbsoluteError value on hold-out data: 0.07896837592124939
Epoch: 28
Loss on hold-out set: 0.021195909253468637
MeanAbsoluteError value on hold-out data: 0.13219334185123444
Epoch: 29
Loss on hold-out set: 0.018723302226709693
MeanAbsoluteError value on hold-out data: 0.11243176460266113
Epoch: 30
Loss on hold-out set: 0.017583545493452174
MeanAbsoluteError value on hold-out data: 0.12005404382944107
Epoch: 31
Loss on hold-out set: 0.027132673483145863
MeanAbsoluteError value on hold-out data: 0.1464911848306656
Epoch: 32
Loss on hold-out set: 0.003619127300273823
MeanAbsoluteError value on hold-out data: 0.044390831142663956
Epoch: 33
Loss on hold-out set: 0.007508548785393175
MeanAbsoluteError value on hold-out data: 0.0743439644575119
Epoch: 34
Loss on hold-out set: 0.026163808511275994
MeanAbsoluteError value on hold-out data: 0.14495927095413208
Epoch: 35
Loss on hold-out set: 0.023214456674299742
MeanAbsoluteError value on hold-out data: 0.13328394293785095
Epoch: 36
Loss on hold-out set: 0.012507674529364235
MeanAbsoluteError value on hold-out data: 0.09815379977226257
Epoch: 37
Loss on hold-out set: 0.014505010735439626
MeanAbsoluteError value on hold-out data: 0.10796390473842621
Epoch: 38
Loss on hold-out set: 0.005447838115383331
MeanAbsoluteError value on hold-out data: 0.055735014379024506
Epoch: 39
Loss on hold-out set: 0.005940553579038303
MeanAbsoluteError value on hold-out data: 0.05860128253698349
Epoch: 40
Loss on hold-out set: 0.015546721234721573
MeanAbsoluteError value on hold-out data: 0.10495484620332718
Epoch: 41
Loss on hold-out set: 0.004126038720929309
MeanAbsoluteError value on hold-out data: 0.05266882851719856
Epoch: 42
Loss on hold-out set: 0.003177589856357755
MeanAbsoluteError value on hold-out data: 0.042692650109529495
Epoch: 43
Loss on hold-out set: 0.013225902692954006
MeanAbsoluteError value on hold-out data: 0.09372193366289139
Epoch: 44
Loss on hold-out set: 0.020993547612114957
MeanAbsoluteError value on hold-out data: 0.13362623751163483
Epoch: 45
Loss on hold-out set: 0.005682850023731589
MeanAbsoluteError value on hold-out data: 0.05632726103067398
Epoch: 46
Loss on hold-out set: 0.016126779888413455
MeanAbsoluteError value on hold-out data: 0.11284782737493515
Epoch: 47
Loss on hold-out set: 0.034920143747800274
MeanAbsoluteError value on hold-out data: 0.16839465498924255
Epoch: 48
Loss on hold-out set: 0.002908006871094633
MeanAbsoluteError value on hold-out data: 0.03836170956492424
Epoch: 49
Loss on hold-out set: 0.010574233816250375
MeanAbsoluteError value on hold-out data: 0.09227415919303894
Epoch: 50
Loss on hold-out set: 0.0034046851551944486
MeanAbsoluteError value on hold-out data: 0.04287205636501312
Epoch: 51
Loss on hold-out set: 0.01829808563190071
MeanAbsoluteError value on hold-out data: 0.11851304024457932
Epoch: 52
Loss on hold-out set: 0.0039941765318967795
MeanAbsoluteError value on hold-out data: 0.05094185471534729
Epoch: 53
Loss on hold-out set: 0.002965243202389071
MeanAbsoluteError value on hold-out data: 0.04107457771897316
Epoch: 54
Loss on hold-out set: 0.014976577073531715
MeanAbsoluteError value on hold-out data: 0.1000191792845726
Epoch: 55
Loss on hold-out set: 0.0051576602824130345
MeanAbsoluteError value on hold-out data: 0.05572184920310974
Epoch: 56
Loss on hold-out set: 0.0030122780927309863
MeanAbsoluteError value on hold-out data: 0.04353376105427742
Epoch: 57
Loss on hold-out set: 0.007528316915819519
MeanAbsoluteError value on hold-out data: 0.07628711313009262
Epoch: 58
Loss on hold-out set: 0.006210572864419143
MeanAbsoluteError value on hold-out data: 0.0596553310751915
Epoch: 59
Loss on hold-out set: 0.009553591769776847
MeanAbsoluteError value on hold-out data: 0.07819651067256927
Epoch: 60
Loss on hold-out set: 0.014164829577662442
MeanAbsoluteError value on hold-out data: 0.10556721687316895
Epoch: 61
Loss on hold-out set: 0.02201447498641516
MeanAbsoluteError value on hold-out data: 0.14063145220279694
Epoch: 62
Loss on hold-out set: 0.013945271138493953
MeanAbsoluteError value on hold-out data: 0.09769672155380249
Epoch: 63
Loss on hold-out set: 0.0050463382840940825
MeanAbsoluteError value on hold-out data: 0.05960799381136894
Epoch: 64
Loss on hold-out set: 0.011957032409937758
MeanAbsoluteError value on hold-out data: 0.09806721657514572
Epoch: 65
Loss on hold-out set: 0.010194609309301564
MeanAbsoluteError value on hold-out data: 0.08953899145126343
Epoch: 66
Loss on hold-out set: 0.008309715427458286
MeanAbsoluteError value on hold-out data: 0.0833163931965828
Epoch: 67
Loss on hold-out set: 0.00855236123070905
MeanAbsoluteError value on hold-out data: 0.0794624537229538
Epoch: 68
Loss on hold-out set: 0.0036726266844198108
MeanAbsoluteError value on hold-out data: 0.04493393748998642
Epoch: 69
Loss on hold-out set: 0.005646901536046674
MeanAbsoluteError value on hold-out data: 0.058153554797172546
Epoch: 70
Loss on hold-out set: 0.012523383563874583
MeanAbsoluteError value on hold-out data: 0.09507966041564941
Epoch: 71
Loss on hold-out set: 0.008537733964131851
MeanAbsoluteError value on hold-out data: 0.07413209229707718
Epoch: 72
Loss on hold-out set: 0.004663157148139649
MeanAbsoluteError value on hold-out data: 0.04961903765797615
Epoch: 73
Loss on hold-out set: 0.011905276657719361
MeanAbsoluteError value on hold-out data: 0.10139179974794388
Epoch: 74
Loss on hold-out set: 0.0021902546041498057
MeanAbsoluteError value on hold-out data: 0.03452584519982338
Epoch: 75
Loss on hold-out set: 0.006066264707202974
MeanAbsoluteError value on hold-out data: 0.06961335241794586
Epoch: 76
Loss on hold-out set: 0.018203244348497766
MeanAbsoluteError value on hold-out data: 0.12612077593803406
Epoch: 77
Loss on hold-out set: 0.0050587108677351165
MeanAbsoluteError value on hold-out data: 0.05932464078068733
Epoch: 78
Loss on hold-out set: 0.022182572584011052
MeanAbsoluteError value on hold-out data: 0.1325252205133438
Epoch: 79
Loss on hold-out set: 0.01176863073028232
MeanAbsoluteError value on hold-out data: 0.09894052892923355
Epoch: 80
Loss on hold-out set: 0.004940559242018743
MeanAbsoluteError value on hold-out data: 0.05570089817047119
Epoch: 81
Loss on hold-out set: 0.009898986324275794
MeanAbsoluteError value on hold-out data: 0.07813417166471481
Epoch: 82
Loss on hold-out set: 0.004330803217415355
MeanAbsoluteError value on hold-out data: 0.04950178042054176
Epoch: 83
Loss on hold-out set: 0.01004785626489473
MeanAbsoluteError value on hold-out data: 0.07970252633094788
Epoch: 84
Loss on hold-out set: 0.009838672795970189
MeanAbsoluteError value on hold-out data: 0.08919920027256012
Epoch: 85
Loss on hold-out set: 0.008102856674476674
MeanAbsoluteError value on hold-out data: 0.08056381344795227
Epoch: 86
Loss on hold-out set: 0.013913631365683517
MeanAbsoluteError value on hold-out data: 0.10268157720565796
Epoch: 87
Loss on hold-out set: 0.006391792876743956
MeanAbsoluteError value on hold-out data: 0.06789438426494598
Epoch: 88
Loss on hold-out set: 0.007887080520097362
MeanAbsoluteError value on hold-out data: 0.07656732946634293
Epoch: 89
Loss on hold-out set: 0.008460515203248514
MeanAbsoluteError value on hold-out data: 0.08270716667175293
Epoch: 90
Loss on hold-out set: 0.011566319527398599
MeanAbsoluteError value on hold-out data: 0.0915592759847641
Epoch: 91
Loss on hold-out set: 0.009579908151767756
MeanAbsoluteError value on hold-out data: 0.0875152125954628
Epoch: 92
Loss on hold-out set: 0.008295499903493021
MeanAbsoluteError value on hold-out data: 0.0783691331744194
Epoch: 93
Loss on hold-out set: 0.03067814872453087
MeanAbsoluteError value on hold-out data: 0.15962998569011688
Epoch: 94
Loss on hold-out set: 0.0017036308617159527
MeanAbsoluteError value on hold-out data: 0.028677864000201225
Epoch: 95
Loss on hold-out set: 0.01105399843991587
MeanAbsoluteError value on hold-out data: 0.08540871739387512
Epoch: 96
Loss on hold-out set: 0.003376193246559093
MeanAbsoluteError value on hold-out data: 0.04405056685209274
Epoch: 97
Loss on hold-out set: 0.015117578012378593
MeanAbsoluteError value on hold-out data: 0.11309821158647537
Epoch: 98
Loss on hold-out set: 0.0023721235644954598
MeanAbsoluteError value on hold-out data: 0.036254845559597015
Epoch: 99
Loss on hold-out set: 0.008562582888101277
MeanAbsoluteError value on hold-out data: 0.07170780748128891
Epoch: 100
Loss on hold-out set: 0.012598220332476654
MeanAbsoluteError value on hold-out data: 0.0926053524017334
Epoch: 101
Loss on hold-out set: 0.004337737146814011
MeanAbsoluteError value on hold-out data: 0.05703327804803848
Epoch: 102
Loss on hold-out set: 0.008775670093631274
MeanAbsoluteError value on hold-out data: 0.08171477168798447
Epoch: 103
Loss on hold-out set: 0.011347105211921428
MeanAbsoluteError value on hold-out data: 0.09704538434743881
Epoch: 104
Loss on hold-out set: 0.010609046409004614
MeanAbsoluteError value on hold-out data: 0.09321301430463791
Epoch: 105
Loss on hold-out set: 0.0028951408672391586
MeanAbsoluteError value on hold-out data: 0.03419896587729454
Epoch: 106
Loss on hold-out set: 0.01625310364914568
MeanAbsoluteError value on hold-out data: 0.11041353642940521
Epoch: 107
Loss on hold-out set: 0.007316775570966695
MeanAbsoluteError value on hold-out data: 0.07580047100782394
Epoch: 108
Loss on hold-out set: 0.008638227137884027
MeanAbsoluteError value on hold-out data: 0.08121151477098465
Epoch: 109
Loss on hold-out set: 0.0035119903224863505
MeanAbsoluteError value on hold-out data: 0.04370374232530594
Epoch: 110
Loss on hold-out set: 0.014740826096385717
MeanAbsoluteError value on hold-out data: 0.10115257650613785
Epoch: 111
Loss on hold-out set: 0.001825224663327007
MeanAbsoluteError value on hold-out data: 0.032088328152894974
Epoch: 112
Loss on hold-out set: 0.015190273964483487
MeanAbsoluteError value on hold-out data: 0.10674077272415161
Epoch: 113
Loss on hold-out set: 0.007507025264203548
MeanAbsoluteError value on hold-out data: 0.07751397788524628
Epoch: 114
Loss on hold-out set: 0.017002385403764874
MeanAbsoluteError value on hold-out data: 0.11844563484191895
Epoch: 115
Loss on hold-out set: 0.01367281240067984
MeanAbsoluteError value on hold-out data: 0.09723348170518875
Epoch: 116
Loss on hold-out set: 0.01127452094500002
MeanAbsoluteError value on hold-out data: 0.08876587450504303
Epoch: 117
Loss on hold-out set: 0.007751786627953774
MeanAbsoluteError value on hold-out data: 0.07389188557863235
Epoch: 118
Loss on hold-out set: 0.011082540413266733
MeanAbsoluteError value on hold-out data: 0.09783225506544113
Epoch: 119
Loss on hold-out set: 0.0038886163628807195
MeanAbsoluteError value on hold-out data: 0.049205053597688675
Epoch: 120
Loss on hold-out set: 0.012394651525506848
MeanAbsoluteError value on hold-out data: 0.10304302722215652
Epoch: 121
Loss on hold-out set: 0.003445174502159812
MeanAbsoluteError value on hold-out data: 0.04810723662376404
Epoch: 122
Loss on hold-out set: 0.01924109164821474
MeanAbsoluteError value on hold-out data: 0.1258990466594696
Epoch: 123
Loss on hold-out set: 0.0023689049565674444
MeanAbsoluteError value on hold-out data: 0.0360090546309948
Epoch: 124
Loss on hold-out set: 0.00307102085360767
MeanAbsoluteError value on hold-out data: 0.042422275990247726
Epoch: 125
Loss on hold-out set: 0.009304161085502097
MeanAbsoluteError value on hold-out data: 0.08017909526824951
Epoch: 126
Loss on hold-out set: 0.017684084069179862
MeanAbsoluteError value on hold-out data: 0.12415996193885803
Early stopping at epoch 125
Returned to Spot: Validation loss: 0.017684084069179862
----------------------------------------------
config: {'_L_in': 10, '_L_out': 1, 'l1': 128, 'dropout_prob': 0.8582565260508446, 'lr_mult': 0.4977322453322358, 'batch_size': 2, 'epochs': 32768, 'k_folds': 1, 'patience': 128, 'optimizer': 'ASGD', 'sgd_momentum': 0.6834550718769361}
Epoch: 1
Loss on hold-out set: 0.06744143436585243
MeanAbsoluteError value on hold-out data: 0.21083009243011475
Epoch: 2
Loss on hold-out set: 0.05041620473144576
MeanAbsoluteError value on hold-out data: 0.17968471348285675
Epoch: 3
Loss on hold-out set: 0.04367681583869853
MeanAbsoluteError value on hold-out data: 0.1668982356786728
Epoch: 4
Loss on hold-out set: 0.0404961619025562
MeanAbsoluteError value on hold-out data: 0.1583057940006256
Epoch: 5
Loss on hold-out set: 0.03984239514024618
MeanAbsoluteError value on hold-out data: 0.15880633890628815
Epoch: 6
Loss on hold-out set: 0.03345687361460174
MeanAbsoluteError value on hold-out data: 0.14682187139987946
Epoch: 7
Loss on hold-out set: 0.03462362387954878
MeanAbsoluteError value on hold-out data: 0.15067799389362335
Epoch: 8
Loss on hold-out set: 0.03123324248774831
MeanAbsoluteError value on hold-out data: 0.14217689633369446
Epoch: 9
Loss on hold-out set: 0.031493075216033804
MeanAbsoluteError value on hold-out data: 0.14243341982364655
Epoch: 10
Loss on hold-out set: 0.031095907988856197
MeanAbsoluteError value on hold-out data: 0.14288125932216644
Epoch: 11
Loss on hold-out set: 0.028158260216393196
MeanAbsoluteError value on hold-out data: 0.13635362684726715
Epoch: 12
Loss on hold-out set: 0.029180569959183535
MeanAbsoluteError value on hold-out data: 0.1372547298669815
Epoch: 13
Loss on hold-out set: 0.029976510813479157
MeanAbsoluteError value on hold-out data: 0.13928353786468506
Epoch: 14
Loss on hold-out set: 0.029723322406449978
MeanAbsoluteError value on hold-out data: 0.14059901237487793
Epoch: 15
Loss on hold-out set: 0.02853053451085543
MeanAbsoluteError value on hold-out data: 0.13403235375881195
Epoch: 16
Loss on hold-out set: 0.02916764870674039
MeanAbsoluteError value on hold-out data: 0.1369677037000656
Epoch: 17
Loss on hold-out set: 0.028950334108279397
MeanAbsoluteError value on hold-out data: 0.13600392639636993
Epoch: 18
Loss on hold-out set: 0.02820580109677394
MeanAbsoluteError value on hold-out data: 0.13569577038288116
Epoch: 19
Loss on hold-out set: 0.029937747348910002
MeanAbsoluteError value on hold-out data: 0.1412574052810669
Epoch: 20
Loss on hold-out set: 0.030449802657919158
MeanAbsoluteError value on hold-out data: 0.13829730451107025
Epoch: 21
Loss on hold-out set: 0.02979992336622672
MeanAbsoluteError value on hold-out data: 0.1369643658399582
Epoch: 22
Loss on hold-out set: 0.02810454814248563
MeanAbsoluteError value on hold-out data: 0.13210181891918182
Epoch: 23
Loss on hold-out set: 0.028997053359635174
MeanAbsoluteError value on hold-out data: 0.13497294485569
Epoch: 24
Loss on hold-out set: 0.029259953901685853
MeanAbsoluteError value on hold-out data: 0.1354469358921051
Epoch: 25
Loss on hold-out set: 0.029497004018242783
MeanAbsoluteError value on hold-out data: 0.13743986189365387
Epoch: 26
Loss on hold-out set: 0.027867700667314543
MeanAbsoluteError value on hold-out data: 0.13193455338478088
Epoch: 27
Loss on hold-out set: 0.028148727398656773
MeanAbsoluteError value on hold-out data: 0.13557125627994537
Epoch: 28
Loss on hold-out set: 0.027785250280964343
MeanAbsoluteError value on hold-out data: 0.13100923597812653
Epoch: 29
Loss on hold-out set: 0.029269182095401143
MeanAbsoluteError value on hold-out data: 0.13492614030838013
Epoch: 30
Loss on hold-out set: 0.02705924179473944
MeanAbsoluteError value on hold-out data: 0.13270683586597443
Epoch: 31
Loss on hold-out set: 0.028367463952696806
MeanAbsoluteError value on hold-out data: 0.13186544179916382
Epoch: 32
Loss on hold-out set: 0.029224309389828704
MeanAbsoluteError value on hold-out data: 0.13511399924755096
Epoch: 33
Loss on hold-out set: 0.028851404998557276
MeanAbsoluteError value on hold-out data: 0.13529618084430695
Epoch: 34
Loss on hold-out set: 0.028949924509821964
MeanAbsoluteError value on hold-out data: 0.13497205078601837
Epoch: 35
Loss on hold-out set: 0.029437331534281838
MeanAbsoluteError value on hold-out data: 0.1343843787908554
Epoch: 36
Loss on hold-out set: 0.02733694717773081
MeanAbsoluteError value on hold-out data: 0.13201458752155304
Epoch: 37
Loss on hold-out set: 0.029799232353883175
MeanAbsoluteError value on hold-out data: 0.13814382255077362
Epoch: 38
Loss on hold-out set: 0.02676637905649841
MeanAbsoluteError value on hold-out data: 0.1303807497024536
Epoch: 39
Loss on hold-out set: 0.028617145102277086
MeanAbsoluteError value on hold-out data: 0.13381963968276978
Epoch: 40
Loss on hold-out set: 0.02973231021101431
MeanAbsoluteError value on hold-out data: 0.1359643191099167
Epoch: 41
Loss on hold-out set: 0.028585531302475525
MeanAbsoluteError value on hold-out data: 0.13405168056488037
Epoch: 42
Loss on hold-out set: 0.02736909912006619
MeanAbsoluteError value on hold-out data: 0.13212929666042328
Epoch: 43
Loss on hold-out set: 0.028116384676735228
MeanAbsoluteError value on hold-out data: 0.13457536697387695
Epoch: 44
Loss on hold-out set: 0.028230270726586848
MeanAbsoluteError value on hold-out data: 0.13335616886615753
Epoch: 45
Loss on hold-out set: 0.02869214891811377
MeanAbsoluteError value on hold-out data: 0.13243220746517181
Epoch: 46
Loss on hold-out set: 0.028190130950655052
MeanAbsoluteError value on hold-out data: 0.13236284255981445
Epoch: 47
Loss on hold-out set: 0.027847893629174603
MeanAbsoluteError value on hold-out data: 0.13229869306087494
Epoch: 48
Loss on hold-out set: 0.02918855228354611
MeanAbsoluteError value on hold-out data: 0.13624568283557892
Epoch: 49
Loss on hold-out set: 0.027764553999877536
MeanAbsoluteError value on hold-out data: 0.13366718590259552
Epoch: 50
Loss on hold-out set: 0.027494232988683507
MeanAbsoluteError value on hold-out data: 0.13097798824310303
Epoch: 51
Loss on hold-out set: 0.027669913797581103
MeanAbsoluteError value on hold-out data: 0.13378801941871643
Epoch: 52
Loss on hold-out set: 0.02869700245714436
MeanAbsoluteError value on hold-out data: 0.13609164953231812
Epoch: 53
Loss on hold-out set: 0.02801148561683173
MeanAbsoluteError value on hold-out data: 0.13212479650974274
Epoch: 54
Loss on hold-out set: 0.028497498520688776
MeanAbsoluteError value on hold-out data: 0.13523980975151062
Epoch: 55
Loss on hold-out set: 0.029172222062867757
MeanAbsoluteError value on hold-out data: 0.13459409773349762
Epoch: 56
Loss on hold-out set: 0.028039100882791292
MeanAbsoluteError value on hold-out data: 0.1346685290336609
Epoch: 57
Loss on hold-out set: 0.028475248985390257
MeanAbsoluteError value on hold-out data: 0.13133588433265686
Epoch: 58
Loss on hold-out set: 0.02715067712220237
MeanAbsoluteError value on hold-out data: 0.1291758418083191
Epoch: 59
Loss on hold-out set: 0.028992691098246724
MeanAbsoluteError value on hold-out data: 0.13568922877311707
Epoch: 60
Loss on hold-out set: 0.02643886229605414
MeanAbsoluteError value on hold-out data: 0.12841925024986267
Epoch: 61
Loss on hold-out set: 0.028249765370795408
MeanAbsoluteError value on hold-out data: 0.13410355150699615
Epoch: 62
Loss on hold-out set: 0.02826837816547292
MeanAbsoluteError value on hold-out data: 0.13287599384784698
Epoch: 63
Loss on hold-out set: 0.02770351697981823
MeanAbsoluteError value on hold-out data: 0.134318545460701
Epoch: 64
Loss on hold-out set: 0.02889863453056629
MeanAbsoluteError value on hold-out data: 0.1332477182149887
Epoch: 65
Loss on hold-out set: 0.02812973263828705
MeanAbsoluteError value on hold-out data: 0.13274729251861572
Epoch: 66
Loss on hold-out set: 0.0284060380741721
MeanAbsoluteError value on hold-out data: 0.13496580719947815
Epoch: 67
Loss on hold-out set: 0.02906122297688853
MeanAbsoluteError value on hold-out data: 0.1358761340379715
Epoch: 68
Loss on hold-out set: 0.02821241636290021
MeanAbsoluteError value on hold-out data: 0.1319192498922348
Epoch: 69
Loss on hold-out set: 0.028323007814372733
MeanAbsoluteError value on hold-out data: 0.13226860761642456
Epoch: 70
Loss on hold-out set: 0.029488185683221674
MeanAbsoluteError value on hold-out data: 0.13651907444000244
Epoch: 71
Loss on hold-out set: 0.028359101777896287
MeanAbsoluteError value on hold-out data: 0.1325516700744629
Epoch: 72
Loss on hold-out set: 0.02928917779991025
MeanAbsoluteError value on hold-out data: 0.13611511886119843
Epoch: 73
Loss on hold-out set: 0.028111740466944563
MeanAbsoluteError value on hold-out data: 0.13296307623386383
Epoch: 74
Loss on hold-out set: 0.029670178819797003
MeanAbsoluteError value on hold-out data: 0.13649755716323853
Epoch: 75
Loss on hold-out set: 0.02894914385212663
MeanAbsoluteError value on hold-out data: 0.13169530034065247
Epoch: 76
Loss on hold-out set: 0.02785716280118019
MeanAbsoluteError value on hold-out data: 0.1325504183769226
Epoch: 77
Loss on hold-out set: 0.028796685036284846
MeanAbsoluteError value on hold-out data: 0.13504010438919067
Epoch: 78
Loss on hold-out set: 0.02682792185107246
MeanAbsoluteError value on hold-out data: 0.13068494200706482
Epoch: 79
Loss on hold-out set: 0.027795641922275537
MeanAbsoluteError value on hold-out data: 0.13233287632465363
Epoch: 80
Loss on hold-out set: 0.027874534179960997
MeanAbsoluteError value on hold-out data: 0.13355521857738495
Epoch: 81
Loss on hold-out set: 0.027492569684107668
MeanAbsoluteError value on hold-out data: 0.13158757984638214
Epoch: 82
Loss on hold-out set: 0.027698162158121705
MeanAbsoluteError value on hold-out data: 0.13285799324512482
Epoch: 83
Loss on hold-out set: 0.02721306999931888
MeanAbsoluteError value on hold-out data: 0.13368114829063416
Epoch: 84
Loss on hold-out set: 0.02768208507509068
MeanAbsoluteError value on hold-out data: 0.13257192075252533
Epoch: 85
Loss on hold-out set: 0.027134070969429255
MeanAbsoluteError value on hold-out data: 0.13143669068813324
Epoch: 86
Loss on hold-out set: 0.026069890010306455
MeanAbsoluteError value on hold-out data: 0.12999044358730316
Epoch: 87
Loss on hold-out set: 0.027294734467674667
MeanAbsoluteError value on hold-out data: 0.13251915574073792
Epoch: 88
Loss on hold-out set: 0.029439443014756154
MeanAbsoluteError value on hold-out data: 0.13731832802295685
Epoch: 89
Loss on hold-out set: 0.02704993345765009
MeanAbsoluteError value on hold-out data: 0.1311962604522705
Epoch: 90
Loss on hold-out set: 0.027616250288495698
MeanAbsoluteError value on hold-out data: 0.13168057799339294
Epoch: 91
Loss on hold-out set: 0.027080085182387848
MeanAbsoluteError value on hold-out data: 0.12983284890651703
Epoch: 92
Loss on hold-out set: 0.026679263836946725
MeanAbsoluteError value on hold-out data: 0.1271836757659912
Epoch: 93
Loss on hold-out set: 0.027965190810815936
MeanAbsoluteError value on hold-out data: 0.13453301787376404
Epoch: 94
Loss on hold-out set: 0.02763032453202565
MeanAbsoluteError value on hold-out data: 0.13293255865573883
Epoch: 95
Loss on hold-out set: 0.027012497588196613
MeanAbsoluteError value on hold-out data: 0.12995631992816925
Epoch: 96
Loss on hold-out set: 0.02740317058671887
MeanAbsoluteError value on hold-out data: 0.12986993789672852
Epoch: 97
Loss on hold-out set: 0.02685987885236197
MeanAbsoluteError value on hold-out data: 0.1317535787820816
Epoch: 98
Loss on hold-out set: 0.02696442765047929
MeanAbsoluteError value on hold-out data: 0.12927310168743134
Epoch: 99
Loss on hold-out set: 0.028462222238692145
MeanAbsoluteError value on hold-out data: 0.1334303319454193
Epoch: 100
Loss on hold-out set: 0.026969580660806968
MeanAbsoluteError value on hold-out data: 0.13180847465991974
Epoch: 101
Loss on hold-out set: 0.02804867455464167
MeanAbsoluteError value on hold-out data: 0.13114024698734283
Epoch: 102
Loss on hold-out set: 0.026149631040698295
MeanAbsoluteError value on hold-out data: 0.127666637301445
Epoch: 103
Loss on hold-out set: 0.029572635604514896
MeanAbsoluteError value on hold-out data: 0.13690000772476196
Epoch: 104
Loss on hold-out set: 0.026456984684627968
MeanAbsoluteError value on hold-out data: 0.1284700334072113
Epoch: 105
Loss on hold-out set: 0.02771142873224259
MeanAbsoluteError value on hold-out data: 0.13163921236991882
Epoch: 106
Loss on hold-out set: 0.02676046900135892
MeanAbsoluteError value on hold-out data: 0.13062739372253418
Epoch: 107
Loss on hold-out set: 0.0281636837135981
MeanAbsoluteError value on hold-out data: 0.1332118958234787
Epoch: 108
Loss on hold-out set: 0.027538696558379646
MeanAbsoluteError value on hold-out data: 0.13260269165039062
Epoch: 109
Loss on hold-out set: 0.026787181854379016
MeanAbsoluteError value on hold-out data: 0.13006936013698578
Epoch: 110
Loss on hold-out set: 0.028220567177049814
MeanAbsoluteError value on hold-out data: 0.13583843410015106
Epoch: 111
Loss on hold-out set: 0.02752725975723782
MeanAbsoluteError value on hold-out data: 0.13503268361091614
Epoch: 112
Loss on hold-out set: 0.027221630184988802
MeanAbsoluteError value on hold-out data: 0.13060545921325684
Epoch: 113
Loss on hold-out set: 0.02592958491363485
MeanAbsoluteError value on hold-out data: 0.12823747098445892
Epoch: 114
Loss on hold-out set: 0.02587430511060423
MeanAbsoluteError value on hold-out data: 0.12656909227371216
Epoch: 115
Loss on hold-out set: 0.028202295189645763
MeanAbsoluteError value on hold-out data: 0.13266220688819885
Epoch: 116
Loss on hold-out set: 0.027547075409189953
MeanAbsoluteError value on hold-out data: 0.13156087696552277
Epoch: 117
Loss on hold-out set: 0.028124459624717324
MeanAbsoluteError value on hold-out data: 0.1363125592470169
Epoch: 118
Loss on hold-out set: 0.029284911373882398
MeanAbsoluteError value on hold-out data: 0.1367436796426773
Epoch: 119
Loss on hold-out set: 0.02723647037341531
MeanAbsoluteError value on hold-out data: 0.13085271418094635
Epoch: 120
Loss on hold-out set: 0.028000831821179115
MeanAbsoluteError value on hold-out data: 0.13420720398426056
Epoch: 121
Loss on hold-out set: 0.02705686860679028
MeanAbsoluteError value on hold-out data: 0.1313781440258026
Epoch: 122
Loss on hold-out set: 0.027380314785405063
MeanAbsoluteError value on hold-out data: 0.13273338973522186
Epoch: 123
Loss on hold-out set: 0.028070457433738434
MeanAbsoluteError value on hold-out data: 0.13212460279464722
Epoch: 124
Loss on hold-out set: 0.02738164748933438
MeanAbsoluteError value on hold-out data: 0.13069544732570648
Epoch: 125
Loss on hold-out set: 0.027665127182390278
MeanAbsoluteError value on hold-out data: 0.13450847566127777
Epoch: 126
Loss on hold-out set: 0.0284699647622377
MeanAbsoluteError value on hold-out data: 0.13245509564876556
Epoch: 127
Loss on hold-out set: 0.027968887421860322
MeanAbsoluteError value on hold-out data: 0.1295558661222458
Epoch: 128
Loss on hold-out set: 0.02633436702841815
MeanAbsoluteError value on hold-out data: 0.12873530387878418
Epoch: 129
Loss on hold-out set: 0.02744064142590408
MeanAbsoluteError value on hold-out data: 0.13268443942070007
Epoch: 130
Loss on hold-out set: 0.028153728514589603
MeanAbsoluteError value on hold-out data: 0.13365255296230316
Epoch: 131
Loss on hold-out set: 0.027201675342706344
MeanAbsoluteError value on hold-out data: 0.13246525824069977
Epoch: 132
Loss on hold-out set: 0.02650995828128847
MeanAbsoluteError value on hold-out data: 0.13023321330547333
Epoch: 133
Loss on hold-out set: 0.027533151409588754
MeanAbsoluteError value on hold-out data: 0.13313426077365875
Epoch: 134
Loss on hold-out set: 0.026322277441698436
MeanAbsoluteError value on hold-out data: 0.1307109296321869
Epoch: 135
Loss on hold-out set: 0.027921897147898563
MeanAbsoluteError value on hold-out data: 0.1313190460205078
Epoch: 136
Loss on hold-out set: 0.027092943797664096
MeanAbsoluteError value on hold-out data: 0.1314656138420105
Epoch: 137
Loss on hold-out set: 0.027162127389844196
MeanAbsoluteError value on hold-out data: 0.13231636583805084
Epoch: 138
Loss on hold-out set: 0.02715895732185648
MeanAbsoluteError value on hold-out data: 0.13336385786533356
Epoch: 139
Loss on hold-out set: 0.026785901261804003
MeanAbsoluteError value on hold-out data: 0.13210204243659973
Epoch: 140
Loss on hold-out set: 0.028261564881928887
MeanAbsoluteError value on hold-out data: 0.1340816169977188
Epoch: 141
Loss on hold-out set: 0.027559686795769568
MeanAbsoluteError value on hold-out data: 0.13228145241737366
Epoch: 142
Loss on hold-out set: 0.02670268736719057
MeanAbsoluteError value on hold-out data: 0.1305980682373047
Epoch: 143
Loss on hold-out set: 0.02783916897024028
MeanAbsoluteError value on hold-out data: 0.13317656517028809
Epoch: 144
Loss on hold-out set: 0.027098886960460124
MeanAbsoluteError value on hold-out data: 0.13173411786556244
Epoch: 145
Loss on hold-out set: 0.027102746800907577
MeanAbsoluteError value on hold-out data: 0.1339375525712967
Epoch: 146
Loss on hold-out set: 0.029092270441857786
MeanAbsoluteError value on hold-out data: 0.13610708713531494
Epoch: 147
Loss on hold-out set: 0.02699964361139185
MeanAbsoluteError value on hold-out data: 0.13118116557598114
Epoch: 148
Loss on hold-out set: 0.025662655770453662
MeanAbsoluteError value on hold-out data: 0.1247938796877861
Epoch: 149
Loss on hold-out set: 0.02782067561793459
MeanAbsoluteError value on hold-out data: 0.1326291710138321
Epoch: 150
Loss on hold-out set: 0.028399134006273623
MeanAbsoluteError value on hold-out data: 0.13550671935081482
Epoch: 151
Loss on hold-out set: 0.026485840117869277
MeanAbsoluteError value on hold-out data: 0.13006533682346344
Epoch: 152
Loss on hold-out set: 0.0278806930493253
MeanAbsoluteError value on hold-out data: 0.13081513345241547
Epoch: 153
Loss on hold-out set: 0.02646901255178818
MeanAbsoluteError value on hold-out data: 0.13150757551193237
Epoch: 154
Loss on hold-out set: 0.027648117880562494
MeanAbsoluteError value on hold-out data: 0.1318962574005127
Epoch: 155
Loss on hold-out set: 0.026538270554156043
MeanAbsoluteError value on hold-out data: 0.12910425662994385
Epoch: 156
Loss on hold-out set: 0.026958868949247212
MeanAbsoluteError value on hold-out data: 0.12830743193626404
Epoch: 157
Loss on hold-out set: 0.025662593797484683
MeanAbsoluteError value on hold-out data: 0.12858030200004578
Epoch: 158
Loss on hold-out set: 0.02635949080666857
MeanAbsoluteError value on hold-out data: 0.12806186079978943
Epoch: 159
Loss on hold-out set: 0.027365397831890733
MeanAbsoluteError value on hold-out data: 0.13281351327896118
Epoch: 160
Loss on hold-out set: 0.02639031904710767
MeanAbsoluteError value on hold-out data: 0.12939374148845673
Epoch: 161
Loss on hold-out set: 0.02490917543036327
MeanAbsoluteError value on hold-out data: 0.12374725192785263
Epoch: 162
Loss on hold-out set: 0.02584040747127195
MeanAbsoluteError value on hold-out data: 0.12745152413845062
Epoch: 163
Loss on hold-out set: 0.025869440895379132
MeanAbsoluteError value on hold-out data: 0.12801314890384674
Epoch: 164
Loss on hold-out set: 0.025915241102532793
MeanAbsoluteError value on hold-out data: 0.128327876329422
Epoch: 165
Loss on hold-out set: 0.026563464701879032
MeanAbsoluteError value on hold-out data: 0.12776049971580505
Epoch: 166
Loss on hold-out set: 0.02679370398892691
MeanAbsoluteError value on hold-out data: 0.13046948611736298
Epoch: 167
Loss on hold-out set: 0.026946649725189977
MeanAbsoluteError value on hold-out data: 0.13166911900043488
Epoch: 168
Loss on hold-out set: 0.025863344049042402
MeanAbsoluteError value on hold-out data: 0.12769903242588043
Epoch: 169
Loss on hold-out set: 0.02645035532846426
MeanAbsoluteError value on hold-out data: 0.12987340986728668
Epoch: 170
Loss on hold-out set: 0.025063165701261218
MeanAbsoluteError value on hold-out data: 0.1248059943318367
Epoch: 171
Loss on hold-out set: 0.028454339424109396
MeanAbsoluteError value on hold-out data: 0.13335253298282623
Epoch: 172
Loss on hold-out set: 0.02726250270905439
MeanAbsoluteError value on hold-out data: 0.13116750121116638
Epoch: 173
Loss on hold-out set: 0.026947141807880447
MeanAbsoluteError value on hold-out data: 0.13051921129226685
Epoch: 174
Loss on hold-out set: 0.026019737473592007
MeanAbsoluteError value on hold-out data: 0.12668487429618835
Epoch: 175
Loss on hold-out set: 0.028577843418849322
MeanAbsoluteError value on hold-out data: 0.13691101968288422
Epoch: 176
Loss on hold-out set: 0.027452601810370347
MeanAbsoluteError value on hold-out data: 0.1308896392583847
Epoch: 177
Loss on hold-out set: 0.02773882237971217
MeanAbsoluteError value on hold-out data: 0.1322925090789795
Epoch: 178
Loss on hold-out set: 0.025903029685359798
MeanAbsoluteError value on hold-out data: 0.1290949285030365
Epoch: 179
Loss on hold-out set: 0.02801583756787295
MeanAbsoluteError value on hold-out data: 0.13397002220153809
Epoch: 180
Loss on hold-out set: 0.025042760057767736
MeanAbsoluteError value on hold-out data: 0.12710164487361908
Epoch: 181
Loss on hold-out set: 0.025986403198136637
MeanAbsoluteError value on hold-out data: 0.13069938123226166
Epoch: 182
Loss on hold-out set: 0.026874587434746598
MeanAbsoluteError value on hold-out data: 0.12967704236507416
Epoch: 183
Loss on hold-out set: 0.027013250942885255
MeanAbsoluteError value on hold-out data: 0.1304032951593399
Epoch: 184
Loss on hold-out set: 0.025948015628188537
MeanAbsoluteError value on hold-out data: 0.12758183479309082
Epoch: 185
Loss on hold-out set: 0.02583872512875435
MeanAbsoluteError value on hold-out data: 0.12985919415950775
Epoch: 186
Loss on hold-out set: 0.0267574382268261
MeanAbsoluteError value on hold-out data: 0.1311139464378357
Epoch: 187
Loss on hold-out set: 0.025977207851149917
MeanAbsoluteError value on hold-out data: 0.128029465675354
Epoch: 188
Loss on hold-out set: 0.025846703669133907
MeanAbsoluteError value on hold-out data: 0.12918633222579956
Epoch: 189
Loss on hold-out set: 0.02693191997318839
MeanAbsoluteError value on hold-out data: 0.13099074363708496
Epoch: 190
Loss on hold-out set: 0.025620134935015814
MeanAbsoluteError value on hold-out data: 0.12937164306640625
Epoch: 191
Loss on hold-out set: 0.027421491371642334
MeanAbsoluteError value on hold-out data: 0.13117197155952454
Epoch: 192
Loss on hold-out set: 0.02737607689166907
MeanAbsoluteError value on hold-out data: 0.13181063532829285
Epoch: 193
Loss on hold-out set: 0.027111500588774408
MeanAbsoluteError value on hold-out data: 0.13033102452754974
Epoch: 194
Loss on hold-out set: 0.026422938241060668
MeanAbsoluteError value on hold-out data: 0.1280803680419922
Epoch: 195
Loss on hold-out set: 0.028072126125031596
MeanAbsoluteError value on hold-out data: 0.13439463078975677
Epoch: 196
Loss on hold-out set: 0.028616786172254553
MeanAbsoluteError value on hold-out data: 0.13545748591423035
Epoch: 197
Loss on hold-out set: 0.02588615568742777
MeanAbsoluteError value on hold-out data: 0.12823782861232758
Epoch: 198
Loss on hold-out set: 0.026304963993267545
MeanAbsoluteError value on hold-out data: 0.12841075658798218
Epoch: 199
Loss on hold-out set: 0.026635735347129715
MeanAbsoluteError value on hold-out data: 0.12888647615909576
Epoch: 200
Loss on hold-out set: 0.027935253558680415
MeanAbsoluteError value on hold-out data: 0.1331814080476761
Epoch: 201
Loss on hold-out set: 0.02588073039621425
MeanAbsoluteError value on hold-out data: 0.12918780744075775
Epoch: 202
Loss on hold-out set: 0.027501060482948862
MeanAbsoluteError value on hold-out data: 0.13264447450637817
Epoch: 203
Loss on hold-out set: 0.025618571369559504
MeanAbsoluteError value on hold-out data: 0.12760679423809052
Epoch: 204
Loss on hold-out set: 0.026381970447837376
MeanAbsoluteError value on hold-out data: 0.12912966310977936
Epoch: 205
Loss on hold-out set: 0.025677230903141512
MeanAbsoluteError value on hold-out data: 0.12627771496772766
Epoch: 206
Loss on hold-out set: 0.027801677505485713
MeanAbsoluteError value on hold-out data: 0.13308745622634888
Epoch: 207
Loss on hold-out set: 0.02565353879632312
MeanAbsoluteError value on hold-out data: 0.12713514268398285
Epoch: 208
Loss on hold-out set: 0.0275836303816565
MeanAbsoluteError value on hold-out data: 0.13418088853359222
Epoch: 209
Loss on hold-out set: 0.026490445558641416
MeanAbsoluteError value on hold-out data: 0.1287333220243454
Epoch: 210
Loss on hold-out set: 0.02596482735321236
MeanAbsoluteError value on hold-out data: 0.12670430541038513
Epoch: 211
Loss on hold-out set: 0.026215175471976788
MeanAbsoluteError value on hold-out data: 0.1297575980424881
Epoch: 212
Loss on hold-out set: 0.0270499904431684
MeanAbsoluteError value on hold-out data: 0.12793849408626556
Epoch: 213
Loss on hold-out set: 0.02532822773733642
MeanAbsoluteError value on hold-out data: 0.12756794691085815
Epoch: 214
Loss on hold-out set: 0.026277818700667314
MeanAbsoluteError value on hold-out data: 0.1308402121067047
Epoch: 215
Loss on hold-out set: 0.02639558241639558
MeanAbsoluteError value on hold-out data: 0.12891227006912231
Epoch: 216
Loss on hold-out set: 0.02809958858008031
MeanAbsoluteError value on hold-out data: 0.1331581175327301
Epoch: 217
Loss on hold-out set: 0.02613354984583566
MeanAbsoluteError value on hold-out data: 0.12898656725883484
Epoch: 218
Loss on hold-out set: 0.027304210723305005
MeanAbsoluteError value on hold-out data: 0.13095781207084656
Epoch: 219
Loss on hold-out set: 0.024184959059572672
MeanAbsoluteError value on hold-out data: 0.12311174720525742
Epoch: 220
Loss on hold-out set: 0.02748452633396179
MeanAbsoluteError value on hold-out data: 0.13182440400123596
Epoch: 221
Loss on hold-out set: 0.02662868410248848
MeanAbsoluteError value on hold-out data: 0.12924793362617493
Epoch: 222
Loss on hold-out set: 0.026975467428953077
MeanAbsoluteError value on hold-out data: 0.13225720822811127
Epoch: 223
Loss on hold-out set: 0.02642404733650134
MeanAbsoluteError value on hold-out data: 0.12954707443714142
Epoch: 224
Loss on hold-out set: 0.026989389243729723
MeanAbsoluteError value on hold-out data: 0.1272989809513092
Epoch: 225
Loss on hold-out set: 0.02489908444666071
MeanAbsoluteError value on hold-out data: 0.12533234059810638
Epoch: 226
Loss on hold-out set: 0.025079298617395884
MeanAbsoluteError value on hold-out data: 0.12562452256679535
Epoch: 227
Loss on hold-out set: 0.026010625635875233
MeanAbsoluteError value on hold-out data: 0.1265079826116562
Epoch: 228
Loss on hold-out set: 0.02685964638668035
MeanAbsoluteError value on hold-out data: 0.1309673935174942
Epoch: 229
Loss on hold-out set: 0.027362931976773933
MeanAbsoluteError value on hold-out data: 0.131084144115448
Epoch: 230
Loss on hold-out set: 0.02661522065636139
MeanAbsoluteError value on hold-out data: 0.13013386726379395
Epoch: 231
Loss on hold-out set: 0.02538943332164005
MeanAbsoluteError value on hold-out data: 0.1283768266439438
Epoch: 232
Loss on hold-out set: 0.024792427773463716
MeanAbsoluteError value on hold-out data: 0.12724009156227112
Epoch: 233
Loss on hold-out set: 0.025238338752339284
MeanAbsoluteError value on hold-out data: 0.12523390352725983
Epoch: 234
Loss on hold-out set: 0.027194914994276283
MeanAbsoluteError value on hold-out data: 0.12997694313526154
Epoch: 235
Loss on hold-out set: 0.0255809919287276
MeanAbsoluteError value on hold-out data: 0.1286410242319107
Epoch: 236
Loss on hold-out set: 0.024832165731374214
MeanAbsoluteError value on hold-out data: 0.1257961094379425
Epoch: 237
Loss on hold-out set: 0.026985268975646855
MeanAbsoluteError value on hold-out data: 0.1305147111415863
Epoch: 238
Loss on hold-out set: 0.025652481293442785
MeanAbsoluteError value on hold-out data: 0.12831999361515045
Epoch: 239
Loss on hold-out set: 0.02594436114632117
MeanAbsoluteError value on hold-out data: 0.1263791173696518
Epoch: 240
Loss on hold-out set: 0.02445282807428157
MeanAbsoluteError value on hold-out data: 0.12470914423465729
Epoch: 241
Loss on hold-out set: 0.02511798694302949
MeanAbsoluteError value on hold-out data: 0.1260315477848053
Epoch: 242
Loss on hold-out set: 0.025401041684381197
MeanAbsoluteError value on hold-out data: 0.12560629844665527
Epoch: 243
Loss on hold-out set: 0.027546590474278976
MeanAbsoluteError value on hold-out data: 0.13350960612297058
Epoch: 244
Loss on hold-out set: 0.026191800001688536
MeanAbsoluteError value on hold-out data: 0.12669900059700012
Epoch: 245
Loss on hold-out set: 0.025424172368269257
MeanAbsoluteError value on hold-out data: 0.12925370037555695
Epoch: 246
Loss on hold-out set: 0.024874483974223646
MeanAbsoluteError value on hold-out data: 0.1263345628976822
Epoch: 247
Loss on hold-out set: 0.0225006363813615
MeanAbsoluteError value on hold-out data: 0.12085765600204468
Epoch: 248
Loss on hold-out set: 0.02501186910890586
MeanAbsoluteError value on hold-out data: 0.12466219812631607
Epoch: 249
Loss on hold-out set: 0.0250052436208595
MeanAbsoluteError value on hold-out data: 0.1257076859474182
Epoch: 250
Loss on hold-out set: 0.026712368795415387
MeanAbsoluteError value on hold-out data: 0.13113009929656982
Epoch: 251
Loss on hold-out set: 0.025174560442683288
MeanAbsoluteError value on hold-out data: 0.12625941634178162
Epoch: 252
Loss on hold-out set: 0.024412519833422266
MeanAbsoluteError value on hold-out data: 0.12235914915800095
Epoch: 253
Loss on hold-out set: 0.024813443323752533
MeanAbsoluteError value on hold-out data: 0.12510408461093903
Epoch: 254
Loss on hold-out set: 0.02769390437450473
MeanAbsoluteError value on hold-out data: 0.13104984164237976
Epoch: 255
Loss on hold-out set: 0.025717601127907982
MeanAbsoluteError value on hold-out data: 0.12756504118442535
Epoch: 256
Loss on hold-out set: 0.026124540058663114
MeanAbsoluteError value on hold-out data: 0.12770116329193115
Epoch: 257
Loss on hold-out set: 0.025523554454024027
MeanAbsoluteError value on hold-out data: 0.12682460248470306
Epoch: 258
Loss on hold-out set: 0.02420160244968429
MeanAbsoluteError value on hold-out data: 0.12708038091659546
Epoch: 259
Loss on hold-out set: 0.024818858382253287
MeanAbsoluteError value on hold-out data: 0.12518930435180664
Epoch: 260
Loss on hold-out set: 0.026402969923995746
MeanAbsoluteError value on hold-out data: 0.1293623447418213
Epoch: 261
Loss on hold-out set: 0.025071288400504273
MeanAbsoluteError value on hold-out data: 0.1235368624329567
Epoch: 262
Loss on hold-out set: 0.0251774336543167
MeanAbsoluteError value on hold-out data: 0.12545622885227203
Epoch: 263
Loss on hold-out set: 0.02559853118771571
MeanAbsoluteError value on hold-out data: 0.1267295777797699
Epoch: 264
Loss on hold-out set: 0.02435865746374475
MeanAbsoluteError value on hold-out data: 0.12415172904729843
Epoch: 265
Loss on hold-out set: 0.02424996693792006
MeanAbsoluteError value on hold-out data: 0.12386824190616608
Epoch: 266
Loss on hold-out set: 0.024326313995406964
MeanAbsoluteError value on hold-out data: 0.12282107025384903
Epoch: 267
Loss on hold-out set: 0.025994411734088015
MeanAbsoluteError value on hold-out data: 0.12580910325050354
Epoch: 268
Loss on hold-out set: 0.025720598523524433
MeanAbsoluteError value on hold-out data: 0.12690548598766327
Epoch: 269
Loss on hold-out set: 0.02719393252589119
MeanAbsoluteError value on hold-out data: 0.13208508491516113
Epoch: 270
Loss on hold-out set: 0.024858739420111912
MeanAbsoluteError value on hold-out data: 0.1268453150987625
Epoch: 271
Loss on hold-out set: 0.02711200499771318
MeanAbsoluteError value on hold-out data: 0.13081206381320953
Epoch: 272
Loss on hold-out set: 0.025138009069875504
MeanAbsoluteError value on hold-out data: 0.1259472668170929
Epoch: 273
Loss on hold-out set: 0.024913940984697548
MeanAbsoluteError value on hold-out data: 0.12716493010520935
Epoch: 274
Loss on hold-out set: 0.025810814268188553
MeanAbsoluteError value on hold-out data: 0.1276194006204605
Epoch: 275
Loss on hold-out set: 0.024725710823931876
MeanAbsoluteError value on hold-out data: 0.12435212731361389
Epoch: 276
Loss on hold-out set: 0.02471488439119033
MeanAbsoluteError value on hold-out data: 0.12646028399467468
Epoch: 277
Loss on hold-out set: 0.02397472894323679
MeanAbsoluteError value on hold-out data: 0.12603417038917542
Epoch: 278
Loss on hold-out set: 0.02429350535705453
MeanAbsoluteError value on hold-out data: 0.12437347322702408
Epoch: 279
Loss on hold-out set: 0.024234371542309723
MeanAbsoluteError value on hold-out data: 0.12456756830215454
Epoch: 280
Loss on hold-out set: 0.02442277580150403
MeanAbsoluteError value on hold-out data: 0.12560740113258362
Epoch: 281
Loss on hold-out set: 0.025687838804636463
MeanAbsoluteError value on hold-out data: 0.12470091134309769
Epoch: 282
Loss on hold-out set: 0.024602085729541916
MeanAbsoluteError value on hold-out data: 0.12354422360658646
Epoch: 283
Loss on hold-out set: 0.025586118692687402
MeanAbsoluteError value on hold-out data: 0.1277848184108734
Epoch: 284
Loss on hold-out set: 0.023608466955871942
MeanAbsoluteError value on hold-out data: 0.12147851288318634
Epoch: 285
Loss on hold-out set: 0.025234917760050546
MeanAbsoluteError value on hold-out data: 0.12473224848508835
Epoch: 286
Loss on hold-out set: 0.025676766581794557
MeanAbsoluteError value on hold-out data: 0.13010603189468384
Epoch: 287
Loss on hold-out set: 0.026018415602253906
MeanAbsoluteError value on hold-out data: 0.1295136958360672
Epoch: 288
Loss on hold-out set: 0.026798361705659773
MeanAbsoluteError value on hold-out data: 0.12986861169338226
Epoch: 289
Loss on hold-out set: 0.024707173335870417
MeanAbsoluteError value on hold-out data: 0.12558916211128235
Epoch: 290
Loss on hold-out set: 0.025468801478960093
MeanAbsoluteError value on hold-out data: 0.12625159323215485
Epoch: 291
Loss on hold-out set: 0.024665199850375453
MeanAbsoluteError value on hold-out data: 0.12736082077026367
Epoch: 292
Loss on hold-out set: 0.0242256514687809
MeanAbsoluteError value on hold-out data: 0.12543322145938873
Epoch: 293
Loss on hold-out set: 0.024220308311450934
MeanAbsoluteError value on hold-out data: 0.12226840853691101
Epoch: 294
Loss on hold-out set: 0.02444769650629799
MeanAbsoluteError value on hold-out data: 0.1233176663517952
Epoch: 295
Loss on hold-out set: 0.024212933984817938
MeanAbsoluteError value on hold-out data: 0.12349924445152283
Epoch: 296
Loss on hold-out set: 0.02361406178316429
MeanAbsoluteError value on hold-out data: 0.1230054572224617
Epoch: 297
Loss on hold-out set: 0.023160728456665915
MeanAbsoluteError value on hold-out data: 0.12369763851165771
Epoch: 298
Loss on hold-out set: 0.025219697118348754
MeanAbsoluteError value on hold-out data: 0.12659017741680145
Epoch: 299
Loss on hold-out set: 0.02168812168102401
MeanAbsoluteError value on hold-out data: 0.11627449095249176
Epoch: 300
Loss on hold-out set: 0.022553362348504986
MeanAbsoluteError value on hold-out data: 0.1178765520453453
Epoch: 301
Loss on hold-out set: 0.02477680474718606
MeanAbsoluteError value on hold-out data: 0.12505848705768585
Epoch: 302
Loss on hold-out set: 0.02439518346397866
MeanAbsoluteError value on hold-out data: 0.12451525032520294
Epoch: 303
Loss on hold-out set: 0.025205887813002238
MeanAbsoluteError value on hold-out data: 0.12753237783908844
Epoch: 304
Loss on hold-out set: 0.02557507935600976
MeanAbsoluteError value on hold-out data: 0.1304534673690796
Epoch: 305
Loss on hold-out set: 0.024008381994432663
MeanAbsoluteError value on hold-out data: 0.12437088042497635
Epoch: 306
Loss on hold-out set: 0.024356541108688057
MeanAbsoluteError value on hold-out data: 0.12281391024589539
Epoch: 307
Loss on hold-out set: 0.02416562202182831
MeanAbsoluteError value on hold-out data: 0.12493736296892166
Epoch: 308
Loss on hold-out set: 0.0234299734807549
MeanAbsoluteError value on hold-out data: 0.12196958065032959
Epoch: 309
Loss on hold-out set: 0.02423774298435698
MeanAbsoluteError value on hold-out data: 0.12217694520950317
Epoch: 310
Loss on hold-out set: 0.025362986474162123
MeanAbsoluteError value on hold-out data: 0.1265631467103958
Epoch: 311
Loss on hold-out set: 0.025044186852489173
MeanAbsoluteError value on hold-out data: 0.12611350417137146
Epoch: 312
Loss on hold-out set: 0.02347979746380588
MeanAbsoluteError value on hold-out data: 0.12315106391906738
Epoch: 313
Loss on hold-out set: 0.023955990934628062
MeanAbsoluteError value on hold-out data: 0.12265514582395554
Epoch: 314
Loss on hold-out set: 0.023424072236181624
MeanAbsoluteError value on hold-out data: 0.12219474464654922
Epoch: 315
Loss on hold-out set: 0.023708249651058395
MeanAbsoluteError value on hold-out data: 0.12146755307912827
Epoch: 316
Loss on hold-out set: 0.02444410789241374
MeanAbsoluteError value on hold-out data: 0.12572534382343292
Epoch: 317
Loss on hold-out set: 0.024464462002312455
MeanAbsoluteError value on hold-out data: 0.12365598976612091
Epoch: 318
Loss on hold-out set: 0.02459113246994093
MeanAbsoluteError value on hold-out data: 0.12342052161693573
Epoch: 319
Loss on hold-out set: 0.024278509531044015
MeanAbsoluteError value on hold-out data: 0.12414484471082687
Epoch: 320
Loss on hold-out set: 0.025050390414253342
MeanAbsoluteError value on hold-out data: 0.12369341403245926
Epoch: 321
Loss on hold-out set: 0.024839772452978838
MeanAbsoluteError value on hold-out data: 0.12550072371959686
Epoch: 322
Loss on hold-out set: 0.022358311341522493
MeanAbsoluteError value on hold-out data: 0.1180138811469078
Epoch: 323
Loss on hold-out set: 0.02429446791521817
MeanAbsoluteError value on hold-out data: 0.12644973397254944
Epoch: 324
Loss on hold-out set: 0.023867314096423797
MeanAbsoluteError value on hold-out data: 0.1255607306957245
Epoch: 325
Loss on hold-out set: 0.025242243076403003
MeanAbsoluteError value on hold-out data: 0.12764382362365723
Epoch: 326
Loss on hold-out set: 0.022840900454490717
MeanAbsoluteError value on hold-out data: 0.11822304874658585
Epoch: 327
Loss on hold-out set: 0.024689068733520496
MeanAbsoluteError value on hold-out data: 0.12222577631473541
Epoch: 328
Loss on hold-out set: 0.023246348771111418
MeanAbsoluteError value on hold-out data: 0.12004562467336655
Epoch: 329
Loss on hold-out set: 0.023060793405478914
MeanAbsoluteError value on hold-out data: 0.11942662298679352
Epoch: 330
Loss on hold-out set: 0.023014046708091578
MeanAbsoluteError value on hold-out data: 0.11993277072906494
Epoch: 331
Loss on hold-out set: 0.023817772166294163
MeanAbsoluteError value on hold-out data: 0.12248028814792633
Epoch: 332
Loss on hold-out set: 0.023332162339938803
MeanAbsoluteError value on hold-out data: 0.12376351654529572
Epoch: 333
Loss on hold-out set: 0.024415741574630376
MeanAbsoluteError value on hold-out data: 0.12216661125421524
Epoch: 334
Loss on hold-out set: 0.023746401368795585
MeanAbsoluteError value on hold-out data: 0.12218409031629562
Epoch: 335
Loss on hold-out set: 0.023880175576274875
MeanAbsoluteError value on hold-out data: 0.1228971853852272
Epoch: 336
Loss on hold-out set: 0.023281164352859682
MeanAbsoluteError value on hold-out data: 0.12051194161176682
Epoch: 337
Loss on hold-out set: 0.025497920910323348
MeanAbsoluteError value on hold-out data: 0.12914013862609863
Epoch: 338
Loss on hold-out set: 0.021684871474086927
MeanAbsoluteError value on hold-out data: 0.11564216762781143
Epoch: 339
Loss on hold-out set: 0.02212610340929435
MeanAbsoluteError value on hold-out data: 0.1186516061425209
Epoch: 340
Loss on hold-out set: 0.024795935995255907
MeanAbsoluteError value on hold-out data: 0.12560485303401947
Epoch: 341
Loss on hold-out set: 0.023021666431159247
MeanAbsoluteError value on hold-out data: 0.11924329400062561
Epoch: 342
Loss on hold-out set: 0.023089447620053154
MeanAbsoluteError value on hold-out data: 0.12106011807918549
Epoch: 343
Loss on hold-out set: 0.022378146803627413
MeanAbsoluteError value on hold-out data: 0.1218143105506897
Epoch: 344
Loss on hold-out set: 0.022885039693755972
MeanAbsoluteError value on hold-out data: 0.11989200860261917
Epoch: 345
Loss on hold-out set: 0.025508137416424385
MeanAbsoluteError value on hold-out data: 0.12551869451999664
Epoch: 346
Loss on hold-out set: 0.023103879746534706
MeanAbsoluteError value on hold-out data: 0.123122937977314
Epoch: 347
Loss on hold-out set: 0.023329606081485207
MeanAbsoluteError value on hold-out data: 0.12070459872484207
Epoch: 348
Loss on hold-out set: 0.021391637561196906
MeanAbsoluteError value on hold-out data: 0.1172507256269455
Epoch: 349
Loss on hold-out set: 0.022781747061526404
MeanAbsoluteError value on hold-out data: 0.12083426117897034
Epoch: 350
Loss on hold-out set: 0.02317383253364824
MeanAbsoluteError value on hold-out data: 0.11977026611566544
Epoch: 351
Loss on hold-out set: 0.022401798399563026
MeanAbsoluteError value on hold-out data: 0.11773237586021423
Epoch: 352
Loss on hold-out set: 0.022351328300258804
MeanAbsoluteError value on hold-out data: 0.1195971816778183
Epoch: 353
Loss on hold-out set: 0.023840948881600828
MeanAbsoluteError value on hold-out data: 0.12282156944274902
Epoch: 354
Loss on hold-out set: 0.020728220673045143
MeanAbsoluteError value on hold-out data: 0.11411578208208084
Epoch: 355
Loss on hold-out set: 0.02475492124615509
MeanAbsoluteError value on hold-out data: 0.12578895688056946
Epoch: 356
Loss on hold-out set: 0.021910002443473787
MeanAbsoluteError value on hold-out data: 0.12065725028514862
Epoch: 357
Loss on hold-out set: 0.023504860115159922
MeanAbsoluteError value on hold-out data: 0.12174032628536224
Epoch: 358
Loss on hold-out set: 0.023183575587318046
MeanAbsoluteError value on hold-out data: 0.12157312780618668
Epoch: 359
Loss on hold-out set: 0.022834851340479266
MeanAbsoluteError value on hold-out data: 0.11901737004518509
Epoch: 360
Loss on hold-out set: 0.0248716333048651
MeanAbsoluteError value on hold-out data: 0.12550322711467743
Epoch: 361
Loss on hold-out set: 0.023902351354263374
MeanAbsoluteError value on hold-out data: 0.12239228934049606
Epoch: 362
Loss on hold-out set: 0.023504273806029232
MeanAbsoluteError value on hold-out data: 0.12060029059648514
Epoch: 363
Loss on hold-out set: 0.025115329696952054
MeanAbsoluteError value on hold-out data: 0.1248508170247078
Epoch: 364
Loss on hold-out set: 0.022384226454014423
MeanAbsoluteError value on hold-out data: 0.11874038726091385
Epoch: 365
Loss on hold-out set: 0.02309388780966401
MeanAbsoluteError value on hold-out data: 0.1200573593378067
Epoch: 366
Loss on hold-out set: 0.022476447085112643
MeanAbsoluteError value on hold-out data: 0.11811918765306473
Epoch: 367
Loss on hold-out set: 0.02362079031105774
MeanAbsoluteError value on hold-out data: 0.12213437259197235
Epoch: 368
Loss on hold-out set: 0.022325498975696974
MeanAbsoluteError value on hold-out data: 0.11884048581123352
Epoch: 369
Loss on hold-out set: 0.025436301654359946
MeanAbsoluteError value on hold-out data: 0.12707749009132385
Epoch: 370
Loss on hold-out set: 0.022872254109339945
MeanAbsoluteError value on hold-out data: 0.12042652070522308
Epoch: 371
Loss on hold-out set: 0.023156381035223602
MeanAbsoluteError value on hold-out data: 0.12214566767215729
Epoch: 372
Loss on hold-out set: 0.02341075400155508
MeanAbsoluteError value on hold-out data: 0.12009956687688828
Epoch: 373
Loss on hold-out set: 0.023530187039868908
MeanAbsoluteError value on hold-out data: 0.12271150946617126
Epoch: 374
Loss on hold-out set: 0.02342488455359368
MeanAbsoluteError value on hold-out data: 0.1198495626449585
Epoch: 375
Loss on hold-out set: 0.022130929242412094
MeanAbsoluteError value on hold-out data: 0.11876650154590607
Epoch: 376
Loss on hold-out set: 0.021038270747861437
MeanAbsoluteError value on hold-out data: 0.11386504769325256
Epoch: 377
Loss on hold-out set: 0.024286374023067766
MeanAbsoluteError value on hold-out data: 0.12203694880008698
Epoch: 378
Loss on hold-out set: 0.0253600563986159
MeanAbsoluteError value on hold-out data: 0.125275656580925
Epoch: 379
Loss on hold-out set: 0.023193094615902132
MeanAbsoluteError value on hold-out data: 0.11924004554748535
Epoch: 380
Loss on hold-out set: 0.02266785334541055
MeanAbsoluteError value on hold-out data: 0.11887357383966446
Epoch: 381
Loss on hold-out set: 0.021869512165964503
MeanAbsoluteError value on hold-out data: 0.11605671048164368
Epoch: 382
Loss on hold-out set: 0.021671449287071785
MeanAbsoluteError value on hold-out data: 0.11806008964776993
Epoch: 383
Loss on hold-out set: 0.02171180502090768
MeanAbsoluteError value on hold-out data: 0.1156558096408844
Epoch: 384
Loss on hold-out set: 0.02190254374567303
MeanAbsoluteError value on hold-out data: 0.11729137599468231
Epoch: 385
Loss on hold-out set: 0.021852082276697427
MeanAbsoluteError value on hold-out data: 0.1181255578994751
Epoch: 386
Loss on hold-out set: 0.023213390566719075
MeanAbsoluteError value on hold-out data: 0.12022659182548523
Epoch: 387
Loss on hold-out set: 0.021782988674240188
MeanAbsoluteError value on hold-out data: 0.11716493219137192
Epoch: 388
Loss on hold-out set: 0.02266359555227003
MeanAbsoluteError value on hold-out data: 0.12012206763029099
Epoch: 389
Loss on hold-out set: 0.022363505353375026
MeanAbsoluteError value on hold-out data: 0.11532416194677353
Epoch: 390
Loss on hold-out set: 0.022408560600597413
MeanAbsoluteError value on hold-out data: 0.11780022829771042
Epoch: 391
Loss on hold-out set: 0.02227644109205964
MeanAbsoluteError value on hold-out data: 0.12068779021501541
Epoch: 392
Loss on hold-out set: 0.022468257679817423
MeanAbsoluteError value on hold-out data: 0.11905956268310547
Epoch: 393
Loss on hold-out set: 0.022857085095602088
MeanAbsoluteError value on hold-out data: 0.12037352472543716
Epoch: 394
Loss on hold-out set: 0.02249002106846698
MeanAbsoluteError value on hold-out data: 0.1190757006406784
Epoch: 395
Loss on hold-out set: 0.02247131072023573
MeanAbsoluteError value on hold-out data: 0.11904698610305786
Epoch: 396
Loss on hold-out set: 0.02282098464333103
MeanAbsoluteError value on hold-out data: 0.11984708160161972
Epoch: 397
Loss on hold-out set: 0.022615461594105
MeanAbsoluteError value on hold-out data: 0.12038625031709671
Epoch: 398
Loss on hold-out set: 0.0238451847108081
MeanAbsoluteError value on hold-out data: 0.12362445890903473
Epoch: 399
Loss on hold-out set: 0.02297664519282989
MeanAbsoluteError value on hold-out data: 0.12219497561454773
Epoch: 400
Loss on hold-out set: 0.022977291889061842
MeanAbsoluteError value on hold-out data: 0.12369252741336823
Epoch: 401
Loss on hold-out set: 0.02189175049609427
MeanAbsoluteError value on hold-out data: 0.11853032559156418
Epoch: 402
Loss on hold-out set: 0.02120344328434991
MeanAbsoluteError value on hold-out data: 0.11398045718669891
Epoch: 403
Loss on hold-out set: 0.021034466254835328
MeanAbsoluteError value on hold-out data: 0.11594448238611221
Epoch: 404
Loss on hold-out set: 0.01937748704891419
MeanAbsoluteError value on hold-out data: 0.108694888651371
Epoch: 405
Loss on hold-out set: 0.021747885748724608
MeanAbsoluteError value on hold-out data: 0.11723662167787552
Epoch: 406
Loss on hold-out set: 0.02292057993831501
MeanAbsoluteError value on hold-out data: 0.12352234870195389
Epoch: 407
Loss on hold-out set: 0.022214233280086166
MeanAbsoluteError value on hold-out data: 0.11706442385911942
Epoch: 408
Loss on hold-out set: 0.021747987195170328
MeanAbsoluteError value on hold-out data: 0.11679092049598694
Epoch: 409
Loss on hold-out set: 0.01923146619539087
MeanAbsoluteError value on hold-out data: 0.10863138735294342
Epoch: 410
Loss on hold-out set: 0.021878682230289995
MeanAbsoluteError value on hold-out data: 0.11890032142400742
Epoch: 411
Loss on hold-out set: 0.0222388007035867
MeanAbsoluteError value on hold-out data: 0.12016283720731735
Epoch: 412
Loss on hold-out set: 0.02045813742171352
MeanAbsoluteError value on hold-out data: 0.11356156319379807
Epoch: 413
Loss on hold-out set: 0.022425134585306903
MeanAbsoluteError value on hold-out data: 0.12037014961242676
Epoch: 414
Loss on hold-out set: 0.021864470271260265
MeanAbsoluteError value on hold-out data: 0.11632255464792252
Epoch: 415
Loss on hold-out set: 0.023179953491004806
MeanAbsoluteError value on hold-out data: 0.12238773703575134
Epoch: 416
Loss on hold-out set: 0.023070281946387088
MeanAbsoluteError value on hold-out data: 0.12110625207424164
Epoch: 417
Loss on hold-out set: 0.022485715191238948
MeanAbsoluteError value on hold-out data: 0.11840145289897919
Epoch: 418
Loss on hold-out set: 0.02429524281527847
MeanAbsoluteError value on hold-out data: 0.12190669775009155
Epoch: 419
Loss on hold-out set: 0.019910549163081062
MeanAbsoluteError value on hold-out data: 0.11071561276912689
Epoch: 420
Loss on hold-out set: 0.02101319260429591
MeanAbsoluteError value on hold-out data: 0.11692946404218674
Epoch: 421
Loss on hold-out set: 0.023318194838260146
MeanAbsoluteError value on hold-out data: 0.12083428353071213
Epoch: 422
Loss on hold-out set: 0.021308951686150976
MeanAbsoluteError value on hold-out data: 0.11877039819955826
Epoch: 423
Loss on hold-out set: 0.02076256019657497
MeanAbsoluteError value on hold-out data: 0.11203449219465256
Epoch: 424
Loss on hold-out set: 0.02005404499427338
MeanAbsoluteError value on hold-out data: 0.11289497464895248
Epoch: 425
Loss on hold-out set: 0.021913942883741887
MeanAbsoluteError value on hold-out data: 0.11675488948822021
Epoch: 426
Loss on hold-out set: 0.02155020476396506
MeanAbsoluteError value on hold-out data: 0.11628406494855881
Epoch: 427
Loss on hold-out set: 0.020307115240599766
MeanAbsoluteError value on hold-out data: 0.11327973753213882
Epoch: 428
Loss on hold-out set: 0.02219070508935147
MeanAbsoluteError value on hold-out data: 0.11984452605247498
Epoch: 429
Loss on hold-out set: 0.023340512568344518
MeanAbsoluteError value on hold-out data: 0.12189768254756927
Epoch: 430
Loss on hold-out set: 0.021643615914702725
MeanAbsoluteError value on hold-out data: 0.11746832728385925
Epoch: 431
Loss on hold-out set: 0.020917048358436052
MeanAbsoluteError value on hold-out data: 0.11624005436897278
Epoch: 432
Loss on hold-out set: 0.022432227150226632
MeanAbsoluteError value on hold-out data: 0.12167327851057053
Epoch: 433
Loss on hold-out set: 0.020326284742720115
MeanAbsoluteError value on hold-out data: 0.11217954009771347
Epoch: 434
Loss on hold-out set: 0.02163890317712988
MeanAbsoluteError value on hold-out data: 0.11724179238080978
Epoch: 435
Loss on hold-out set: 0.02235552454852344
MeanAbsoluteError value on hold-out data: 0.11715629696846008
Epoch: 436
Loss on hold-out set: 0.02258931255307592
MeanAbsoluteError value on hold-out data: 0.12156873196363449
Epoch: 437
Loss on hold-out set: 0.02093786990333077
MeanAbsoluteError value on hold-out data: 0.11353269219398499
Epoch: 438
Loss on hold-out set: 0.020009365692870536
MeanAbsoluteError value on hold-out data: 0.1104564443230629
Epoch: 439
Loss on hold-out set: 0.02086179743341442
MeanAbsoluteError value on hold-out data: 0.11454339325428009
Epoch: 440
Loss on hold-out set: 0.02196155442134606
MeanAbsoluteError value on hold-out data: 0.11607977747917175
Epoch: 441
Loss on hold-out set: 0.0197968375845691
MeanAbsoluteError value on hold-out data: 0.11255980283021927
Epoch: 442
Loss on hold-out set: 0.0196718424911766
MeanAbsoluteError value on hold-out data: 0.11114156991243362
Epoch: 443
Loss on hold-out set: 0.02111843285926928
MeanAbsoluteError value on hold-out data: 0.11425065249204636
Epoch: 444
Loss on hold-out set: 0.020903439594556705
MeanAbsoluteError value on hold-out data: 0.11244311928749084
Epoch: 445
Loss on hold-out set: 0.021746956437224678
MeanAbsoluteError value on hold-out data: 0.1144552007317543
Epoch: 446
Loss on hold-out set: 0.021990467977399626
MeanAbsoluteError value on hold-out data: 0.12097480893135071
Epoch: 447
Loss on hold-out set: 0.020257458042293973
MeanAbsoluteError value on hold-out data: 0.11148281395435333
Epoch: 448
Loss on hold-out set: 0.022686349392558137
MeanAbsoluteError value on hold-out data: 0.12028765678405762
Epoch: 449
Loss on hold-out set: 0.021515098585708377
MeanAbsoluteError value on hold-out data: 0.1182459145784378
Epoch: 450
Loss on hold-out set: 0.022416564455343176
MeanAbsoluteError value on hold-out data: 0.11525321006774902
Epoch: 451
Loss on hold-out set: 0.021994311529948997
MeanAbsoluteError value on hold-out data: 0.11770524084568024
Epoch: 452
Loss on hold-out set: 0.021865847137911867
MeanAbsoluteError value on hold-out data: 0.11725346744060516
Epoch: 453
Loss on hold-out set: 0.02074754502469053
MeanAbsoluteError value on hold-out data: 0.11332337558269501
Epoch: 454
Loss on hold-out set: 0.02347751583562058
MeanAbsoluteError value on hold-out data: 0.12234525382518768
Epoch: 455
Loss on hold-out set: 0.020888144856047196
MeanAbsoluteError value on hold-out data: 0.1132984533905983
Epoch: 456
Loss on hold-out set: 0.02057601007184227
MeanAbsoluteError value on hold-out data: 0.113807313144207
Epoch: 457
Loss on hold-out set: 0.01994484635380407
MeanAbsoluteError value on hold-out data: 0.11145458370447159
Epoch: 458
Loss on hold-out set: 0.02145999966878056
MeanAbsoluteError value on hold-out data: 0.11512508243322372
Epoch: 459
Loss on hold-out set: 0.020191537061109557
MeanAbsoluteError value on hold-out data: 0.11292831599712372
Epoch: 460
Loss on hold-out set: 0.020395007652502198
MeanAbsoluteError value on hold-out data: 0.10961811989545822
Epoch: 461
Loss on hold-out set: 0.022048378224499173
MeanAbsoluteError value on hold-out data: 0.11792362481355667
Epoch: 462
Loss on hold-out set: 0.021802061237879873
MeanAbsoluteError value on hold-out data: 0.11827199161052704
Epoch: 463
Loss on hold-out set: 0.02150544718237749
MeanAbsoluteError value on hold-out data: 0.11931820958852768
Epoch: 464
Loss on hold-out set: 0.021609275863156654
MeanAbsoluteError value on hold-out data: 0.11620352417230606
Epoch: 465
Loss on hold-out set: 0.0223451653526475
MeanAbsoluteError value on hold-out data: 0.11625421047210693
Epoch: 466
Loss on hold-out set: 0.02206295790160463
MeanAbsoluteError value on hold-out data: 0.11767111718654633
Epoch: 467
Loss on hold-out set: 0.02080147391368276
MeanAbsoluteError value on hold-out data: 0.11211855709552765
Epoch: 468
Loss on hold-out set: 0.02053935828948549
MeanAbsoluteError value on hold-out data: 0.11341287195682526
Epoch: 469
Loss on hold-out set: 0.020503019171204263
MeanAbsoluteError value on hold-out data: 0.11234281212091446
Epoch: 470
Loss on hold-out set: 0.019154539058739223
MeanAbsoluteError value on hold-out data: 0.10719103366136551
Epoch: 471
Loss on hold-out set: 0.019527331193482194
MeanAbsoluteError value on hold-out data: 0.10897763818502426
Epoch: 472
Loss on hold-out set: 0.021280542644672096
MeanAbsoluteError value on hold-out data: 0.11358484625816345
Epoch: 473
Loss on hold-out set: 0.02077623693291874
MeanAbsoluteError value on hold-out data: 0.11386626958847046
Epoch: 474
Loss on hold-out set: 0.02068712547074635
MeanAbsoluteError value on hold-out data: 0.11316344141960144
Epoch: 475
Loss on hold-out set: 0.022406875816814137
MeanAbsoluteError value on hold-out data: 0.11888273805379868
Epoch: 476
Loss on hold-out set: 0.019794019475981865
MeanAbsoluteError value on hold-out data: 0.10946984589099884
Epoch: 477
Loss on hold-out set: 0.020712369354829813
MeanAbsoluteError value on hold-out data: 0.11503399163484573
Epoch: 478
Loss on hold-out set: 0.02125532348291017
MeanAbsoluteError value on hold-out data: 0.11438948661088943
Epoch: 479
Loss on hold-out set: 0.019600206738177802
MeanAbsoluteError value on hold-out data: 0.11076720058917999
Epoch: 480
Loss on hold-out set: 0.020618374324791754
MeanAbsoluteError value on hold-out data: 0.10993319004774094
Epoch: 481
Loss on hold-out set: 0.019684471639290376
MeanAbsoluteError value on hold-out data: 0.11040756106376648
Epoch: 482
Loss on hold-out set: 0.021741522985006062
MeanAbsoluteError value on hold-out data: 0.1177559420466423
Epoch: 483
Loss on hold-out set: 0.021046320270203676
MeanAbsoluteError value on hold-out data: 0.11654715240001678
Epoch: 484
Loss on hold-out set: 0.02133357454110713
MeanAbsoluteError value on hold-out data: 0.11683544516563416
Epoch: 485
Loss on hold-out set: 0.020960975646739825
MeanAbsoluteError value on hold-out data: 0.11142642796039581
Epoch: 486
Loss on hold-out set: 0.021519754372226696
MeanAbsoluteError value on hold-out data: 0.11620321869850159
Epoch: 487
Loss on hold-out set: 0.021672674944469086
MeanAbsoluteError value on hold-out data: 0.11655105650424957
Epoch: 488
Loss on hold-out set: 0.02137238162276238
MeanAbsoluteError value on hold-out data: 0.11209899932146072
Epoch: 489
Loss on hold-out set: 0.019971966155462723
MeanAbsoluteError value on hold-out data: 0.11366076022386551
Epoch: 490
Loss on hold-out set: 0.019986678327162128
MeanAbsoluteError value on hold-out data: 0.11101549863815308
Epoch: 491
Loss on hold-out set: 0.01966189388729011
MeanAbsoluteError value on hold-out data: 0.11203937232494354
Epoch: 492
Loss on hold-out set: 0.01869280493250699
MeanAbsoluteError value on hold-out data: 0.109710194170475
Epoch: 493
Loss on hold-out set: 0.02100582233736835
MeanAbsoluteError value on hold-out data: 0.11494974792003632
Epoch: 494
Loss on hold-out set: 0.02097197714281113
MeanAbsoluteError value on hold-out data: 0.11455769836902618
Epoch: 495
Loss on hold-out set: 0.020420517351788778
MeanAbsoluteError value on hold-out data: 0.1137232854962349
Epoch: 496
Loss on hold-out set: 0.02024910588210332
MeanAbsoluteError value on hold-out data: 0.11160971224308014
Epoch: 497
Loss on hold-out set: 0.019281166381551883
MeanAbsoluteError value on hold-out data: 0.10743468254804611
Epoch: 498
Loss on hold-out set: 0.0203825956934755
MeanAbsoluteError value on hold-out data: 0.11240910738706589
Epoch: 499
Loss on hold-out set: 0.020503391515521798
MeanAbsoluteError value on hold-out data: 0.11336386203765869
Epoch: 500
Loss on hold-out set: 0.02162892889852325
MeanAbsoluteError value on hold-out data: 0.11639092862606049
Epoch: 501
Loss on hold-out set: 0.020648309341292286
MeanAbsoluteError value on hold-out data: 0.1151503250002861
Epoch: 502
Loss on hold-out set: 0.0208507293376897
MeanAbsoluteError value on hold-out data: 0.11116999387741089
Epoch: 503
Loss on hold-out set: 0.02108930622615541
MeanAbsoluteError value on hold-out data: 0.11443562805652618
Epoch: 504
Loss on hold-out set: 0.018647334826916145
MeanAbsoluteError value on hold-out data: 0.10786078125238419
Epoch: 505
Loss on hold-out set: 0.019812938309914898
MeanAbsoluteError value on hold-out data: 0.11378946900367737
Epoch: 506
Loss on hold-out set: 0.01976186130774901
MeanAbsoluteError value on hold-out data: 0.11090753972530365
Epoch: 507
Loss on hold-out set: 0.01867729674936224
MeanAbsoluteError value on hold-out data: 0.10466888546943665
Epoch: 508
Loss on hold-out set: 0.020101570524760366
MeanAbsoluteError value on hold-out data: 0.1122199147939682
Epoch: 509
Loss on hold-out set: 0.018227499697034848
MeanAbsoluteError value on hold-out data: 0.10715750604867935
Epoch: 510
Loss on hold-out set: 0.02034894268848196
MeanAbsoluteError value on hold-out data: 0.11373794823884964
Epoch: 511
Loss on hold-out set: 0.020367318666152035
MeanAbsoluteError value on hold-out data: 0.11271999031305313
Epoch: 512
Loss on hold-out set: 0.018861018041692053
MeanAbsoluteError value on hold-out data: 0.10815870761871338
Epoch: 513
Loss on hold-out set: 0.01951503038566443
MeanAbsoluteError value on hold-out data: 0.11206337064504623
Epoch: 514
Loss on hold-out set: 0.018270820181933232
MeanAbsoluteError value on hold-out data: 0.10343471169471741
Epoch: 515
Loss on hold-out set: 0.01881213174846683
MeanAbsoluteError value on hold-out data: 0.10771562159061432
Epoch: 516
Loss on hold-out set: 0.021854996483113308
MeanAbsoluteError value on hold-out data: 0.11456438899040222
Epoch: 517
Loss on hold-out set: 0.020288125425577164
MeanAbsoluteError value on hold-out data: 0.11070949584245682
Epoch: 518
Loss on hold-out set: 0.019348115194006824
MeanAbsoluteError value on hold-out data: 0.10896812379360199
Epoch: 519
Loss on hold-out set: 0.019553337682882557
MeanAbsoluteError value on hold-out data: 0.11187963932752609
Epoch: 520
Loss on hold-out set: 0.01981333596345697
MeanAbsoluteError value on hold-out data: 0.11220145970582962
Epoch: 521
Loss on hold-out set: 0.019137983384304485
MeanAbsoluteError value on hold-out data: 0.10820669680833817
Epoch: 522
Loss on hold-out set: 0.018971285991137846
MeanAbsoluteError value on hold-out data: 0.10953526943922043
Epoch: 523
Loss on hold-out set: 0.020379061679025957
MeanAbsoluteError value on hold-out data: 0.11374522000551224
Epoch: 524
Loss on hold-out set: 0.01880261918558972
MeanAbsoluteError value on hold-out data: 0.10624121874570847
Epoch: 525
Loss on hold-out set: 0.02116240266089638
MeanAbsoluteError value on hold-out data: 0.11898405849933624
Epoch: 526
Loss on hold-out set: 0.019656915424663263
MeanAbsoluteError value on hold-out data: 0.1131647527217865
Epoch: 527
Loss on hold-out set: 0.019914811460766943
MeanAbsoluteError value on hold-out data: 0.11129865050315857
Epoch: 528
Loss on hold-out set: 0.018883548521916965
MeanAbsoluteError value on hold-out data: 0.10801597684621811
Epoch: 529
Loss on hold-out set: 0.02026845649255847
MeanAbsoluteError value on hold-out data: 0.11088108271360397
Epoch: 530
Loss on hold-out set: 0.0207896946753317
MeanAbsoluteError value on hold-out data: 0.11379247158765793
Epoch: 531
Loss on hold-out set: 0.019366830121919823
MeanAbsoluteError value on hold-out data: 0.11239929497241974
Epoch: 532
Loss on hold-out set: 0.018907023272283066
MeanAbsoluteError value on hold-out data: 0.1076948270201683
Epoch: 533
Loss on hold-out set: 0.0204457451752387
MeanAbsoluteError value on hold-out data: 0.11294280737638474
Epoch: 534
Loss on hold-out set: 0.02171449923333436
MeanAbsoluteError value on hold-out data: 0.1184125617146492
Epoch: 535
Loss on hold-out set: 0.02075299671033766
MeanAbsoluteError value on hold-out data: 0.11455542594194412
Epoch: 536
Loss on hold-out set: 0.01956489562454711
MeanAbsoluteError value on hold-out data: 0.10995260626077652
Epoch: 537
Loss on hold-out set: 0.020387744534988695
MeanAbsoluteError value on hold-out data: 0.10788284242153168
Epoch: 538
Loss on hold-out set: 0.02038794065869297
MeanAbsoluteError value on hold-out data: 0.11122206598520279
Epoch: 539
Loss on hold-out set: 0.01938717215205543
MeanAbsoluteError value on hold-out data: 0.10899682343006134
Epoch: 540
Loss on hold-out set: 0.018572531239430343
MeanAbsoluteError value on hold-out data: 0.10578935593366623
Epoch: 541
Loss on hold-out set: 0.018326444706860155
MeanAbsoluteError value on hold-out data: 0.10716060549020767
Epoch: 542
Loss on hold-out set: 0.02049664509453578
MeanAbsoluteError value on hold-out data: 0.1117289587855339
Epoch: 543
Loss on hold-out set: 0.01968010108010882
MeanAbsoluteError value on hold-out data: 0.11384852230548859
Epoch: 544
Loss on hold-out set: 0.01897344728346525
MeanAbsoluteError value on hold-out data: 0.10903888940811157
Epoch: 545
Loss on hold-out set: 0.018980626220679066
MeanAbsoluteError value on hold-out data: 0.10541181266307831
Epoch: 546
Loss on hold-out set: 0.020242964968128944
MeanAbsoluteError value on hold-out data: 0.11108504235744476
Epoch: 547
Loss on hold-out set: 0.018271563175925015
MeanAbsoluteError value on hold-out data: 0.10619394481182098
Epoch: 548
Loss on hold-out set: 0.020476064315250064
MeanAbsoluteError value on hold-out data: 0.11584305018186569
Epoch: 549
Loss on hold-out set: 0.01822739828460423
MeanAbsoluteError value on hold-out data: 0.10694079101085663
Epoch: 550
Loss on hold-out set: 0.017974597947031726
MeanAbsoluteError value on hold-out data: 0.10201654583215714
Epoch: 551
Loss on hold-out set: 0.01943069834053555
MeanAbsoluteError value on hold-out data: 0.10968296229839325
Epoch: 552
Loss on hold-out set: 0.02018724410731617
MeanAbsoluteError value on hold-out data: 0.11095662415027618
Epoch: 553
Loss on hold-out set: 0.018937836100813
MeanAbsoluteError value on hold-out data: 0.10428991913795471
Epoch: 554
Loss on hold-out set: 0.018660309024077528
MeanAbsoluteError value on hold-out data: 0.10647518932819366
Epoch: 555
Loss on hold-out set: 0.01803779555853301
MeanAbsoluteError value on hold-out data: 0.1088765487074852
Epoch: 556
Loss on hold-out set: 0.018253928968091106
MeanAbsoluteError value on hold-out data: 0.10475581139326096
Epoch: 557
Loss on hold-out set: 0.017614493273007004
MeanAbsoluteError value on hold-out data: 0.1053382009267807
Epoch: 558
Loss on hold-out set: 0.017863697385182606
MeanAbsoluteError value on hold-out data: 0.10611318796873093
Epoch: 559
Loss on hold-out set: 0.018608542343426963
MeanAbsoluteError value on hold-out data: 0.10790939629077911
Epoch: 560
Loss on hold-out set: 0.018079941856946485
MeanAbsoluteError value on hold-out data: 0.10622722655534744
Epoch: 561
Loss on hold-out set: 0.019516073841962984
MeanAbsoluteError value on hold-out data: 0.10935711860656738
Epoch: 562
Loss on hold-out set: 0.017419046120339773
MeanAbsoluteError value on hold-out data: 0.10526186227798462
Epoch: 563
Loss on hold-out set: 0.019227797365165316
MeanAbsoluteError value on hold-out data: 0.10772482305765152
Epoch: 564
Loss on hold-out set: 0.01975024902111424
MeanAbsoluteError value on hold-out data: 0.1112581118941307
Epoch: 565
Loss on hold-out set: 0.018555076784202054
MeanAbsoluteError value on hold-out data: 0.10853340476751328
Epoch: 566
Loss on hold-out set: 0.01853740480689642
MeanAbsoluteError value on hold-out data: 0.1055072620511055
Epoch: 567
Loss on hold-out set: 0.017434288499304482
MeanAbsoluteError value on hold-out data: 0.10605628043413162
Epoch: 568
Loss on hold-out set: 0.018377040708825614
MeanAbsoluteError value on hold-out data: 0.10784969478845596
Epoch: 569
Loss on hold-out set: 0.017820554932986853
MeanAbsoluteError value on hold-out data: 0.10688769072294235
Epoch: 570
Loss on hold-out set: 0.018355487272880663
MeanAbsoluteError value on hold-out data: 0.11040309816598892
Epoch: 571
Loss on hold-out set: 0.01968067604970808
MeanAbsoluteError value on hold-out data: 0.11046908050775528
Epoch: 572
Loss on hold-out set: 0.020075551449990597
MeanAbsoluteError value on hold-out data: 0.11027688533067703
Epoch: 573
Loss on hold-out set: 0.017746323988831136
MeanAbsoluteError value on hold-out data: 0.10305827856063843
Epoch: 574
Loss on hold-out set: 0.018705328734164747
MeanAbsoluteError value on hold-out data: 0.10664905607700348
Epoch: 575
Loss on hold-out set: 0.020257655110035556
MeanAbsoluteError value on hold-out data: 0.10971271246671677
Epoch: 576
Loss on hold-out set: 0.019162366769548196
MeanAbsoluteError value on hold-out data: 0.10774358361959457
Epoch: 577
Loss on hold-out set: 0.019021776598086338
MeanAbsoluteError value on hold-out data: 0.1114710345864296
Epoch: 578
Loss on hold-out set: 0.0201589173435544
MeanAbsoluteError value on hold-out data: 0.1141262799501419
Epoch: 579
Loss on hold-out set: 0.02064827486067467
MeanAbsoluteError value on hold-out data: 0.11289265751838684
Epoch: 580
Loss on hold-out set: 0.018632258714994045
MeanAbsoluteError value on hold-out data: 0.10681915283203125
Epoch: 581
Loss on hold-out set: 0.01928584943569149
MeanAbsoluteError value on hold-out data: 0.1095118448138237
Epoch: 582
Loss on hold-out set: 0.017864891679782887
MeanAbsoluteError value on hold-out data: 0.10511291027069092
Epoch: 583
Loss on hold-out set: 0.019775647888115297
MeanAbsoluteError value on hold-out data: 0.10810337215662003
Epoch: 584
Loss on hold-out set: 0.017406929667922667
MeanAbsoluteError value on hold-out data: 0.10419981181621552
Epoch: 585
Loss on hold-out set: 0.018024949328161406
MeanAbsoluteError value on hold-out data: 0.10384486615657806
Epoch: 586
Loss on hold-out set: 0.01756056655741607
MeanAbsoluteError value on hold-out data: 0.10745671391487122
Epoch: 587
Loss on hold-out set: 0.019336799041969548
MeanAbsoluteError value on hold-out data: 0.10808952152729034
Epoch: 588
Loss on hold-out set: 0.019243509714627485
MeanAbsoluteError value on hold-out data: 0.10939160734415054
Epoch: 589
Loss on hold-out set: 0.020440938695301156
MeanAbsoluteError value on hold-out data: 0.11058404296636581
Epoch: 590
Loss on hold-out set: 0.01986026810094927
MeanAbsoluteError value on hold-out data: 0.10870254784822464
Epoch: 591
Loss on hold-out set: 0.01995990698565341
MeanAbsoluteError value on hold-out data: 0.11182146519422531
Epoch: 592
Loss on hold-out set: 0.018638618723877395
MeanAbsoluteError value on hold-out data: 0.10827624052762985
Epoch: 593
Loss on hold-out set: 0.01798372362867667
MeanAbsoluteError value on hold-out data: 0.10328999161720276
Epoch: 594
Loss on hold-out set: 0.017701778508623343
MeanAbsoluteError value on hold-out data: 0.10348701477050781
Epoch: 595
Loss on hold-out set: 0.019556817076469692
MeanAbsoluteError value on hold-out data: 0.11165555566549301
Epoch: 596
Loss on hold-out set: 0.017453579490174887
MeanAbsoluteError value on hold-out data: 0.10477583855390549
Epoch: 597
Loss on hold-out set: 0.01798490281734606
MeanAbsoluteError value on hold-out data: 0.10562948137521744
Epoch: 598
Loss on hold-out set: 0.017632437353410448
MeanAbsoluteError value on hold-out data: 0.10171685367822647
Epoch: 599
Loss on hold-out set: 0.018875899617026636
MeanAbsoluteError value on hold-out data: 0.10600176453590393
Epoch: 600
Loss on hold-out set: 0.01690555629512043
MeanAbsoluteError value on hold-out data: 0.10073304176330566
Epoch: 601
Loss on hold-out set: 0.016710731159497907
MeanAbsoluteError value on hold-out data: 0.10296150296926498
Epoch: 602
Loss on hold-out set: 0.01851340687397169
MeanAbsoluteError value on hold-out data: 0.10598435997962952
Epoch: 603
Loss on hold-out set: 0.01945608095655795
MeanAbsoluteError value on hold-out data: 0.11082717776298523
Epoch: 604
Loss on hold-out set: 0.0189894231587823
MeanAbsoluteError value on hold-out data: 0.10579017549753189
Epoch: 605
Loss on hold-out set: 0.017000028638237078
MeanAbsoluteError value on hold-out data: 0.10167225450277328
Epoch: 606
Loss on hold-out set: 0.017907300543738527
MeanAbsoluteError value on hold-out data: 0.10471823811531067
Epoch: 607
Loss on hold-out set: 0.018868875598806577
MeanAbsoluteError value on hold-out data: 0.10856738686561584
Epoch: 608
Loss on hold-out set: 0.016530771315544066
MeanAbsoluteError value on hold-out data: 0.09829502552747726
Epoch: 609
Loss on hold-out set: 0.018342707571137
MeanAbsoluteError value on hold-out data: 0.10338640213012695
Epoch: 610
Loss on hold-out set: 0.017530977634402613
MeanAbsoluteError value on hold-out data: 0.10482382774353027
Epoch: 611
Loss on hold-out set: 0.01764106225038025
MeanAbsoluteError value on hold-out data: 0.1055186539888382
Epoch: 612
Loss on hold-out set: 0.0186154364264803
MeanAbsoluteError value on hold-out data: 0.10723549872636795
Epoch: 613
Loss on hold-out set: 0.017634359861460024
MeanAbsoluteError value on hold-out data: 0.10469774156808853
Epoch: 614
Loss on hold-out set: 0.017710238870931788
MeanAbsoluteError value on hold-out data: 0.10484056174755096
Epoch: 615
Loss on hold-out set: 0.016806885295857985
MeanAbsoluteError value on hold-out data: 0.1007966697216034
Epoch: 616
Loss on hold-out set: 0.020427607433278656
MeanAbsoluteError value on hold-out data: 0.11528438329696655
Epoch: 617
Loss on hold-out set: 0.017356817802404598
MeanAbsoluteError value on hold-out data: 0.10668211430311203
Epoch: 618
Loss on hold-out set: 0.018697581465627687
MeanAbsoluteError value on hold-out data: 0.11049818992614746
Epoch: 619
Loss on hold-out set: 0.015900314994432847
MeanAbsoluteError value on hold-out data: 0.09809504449367523
Epoch: 620
Loss on hold-out set: 0.0179598897024213
MeanAbsoluteError value on hold-out data: 0.10612599551677704
Epoch: 621
Loss on hold-out set: 0.016443253314500906
MeanAbsoluteError value on hold-out data: 0.101882703602314
Epoch: 622
Loss on hold-out set: 0.01951308761209172
MeanAbsoluteError value on hold-out data: 0.10823168605566025
Epoch: 623
Loss on hold-out set: 0.01750470095765195
MeanAbsoluteError value on hold-out data: 0.10250995308160782
Epoch: 624
Loss on hold-out set: 0.014683692984161402
MeanAbsoluteError value on hold-out data: 0.09684967249631882
Epoch: 625
Loss on hold-out set: 0.019196538907005258
MeanAbsoluteError value on hold-out data: 0.10895468294620514
Epoch: 626
Loss on hold-out set: 0.017225839999106634
MeanAbsoluteError value on hold-out data: 0.10331691801548004
Epoch: 627
Loss on hold-out set: 0.018078411309591806
MeanAbsoluteError value on hold-out data: 0.10774770379066467
Epoch: 628
Loss on hold-out set: 0.017689477800031453
MeanAbsoluteError value on hold-out data: 0.10473041981458664
Epoch: 629
Loss on hold-out set: 0.017738824428524824
MeanAbsoluteError value on hold-out data: 0.10422957688570023
Epoch: 630
Loss on hold-out set: 0.01780088016894297
MeanAbsoluteError value on hold-out data: 0.10510623455047607
Epoch: 631
Loss on hold-out set: 0.01700495723018927
MeanAbsoluteError value on hold-out data: 0.10167257487773895
Epoch: 632
Loss on hold-out set: 0.016090905589953762
MeanAbsoluteError value on hold-out data: 0.10038207471370697
Epoch: 633
Loss on hold-out set: 0.018334891972723807
MeanAbsoluteError value on hold-out data: 0.10404957085847855
Epoch: 634
Loss on hold-out set: 0.016900792809877507
MeanAbsoluteError value on hold-out data: 0.10025949031114578
Epoch: 635
Loss on hold-out set: 0.016896965982038332
MeanAbsoluteError value on hold-out data: 0.10247854888439178
Epoch: 636
Loss on hold-out set: 0.016236529780047325
MeanAbsoluteError value on hold-out data: 0.1001514196395874
Epoch: 637
Loss on hold-out set: 0.01825904989188833
MeanAbsoluteError value on hold-out data: 0.1082964614033699
Epoch: 638
Loss on hold-out set: 0.015591300847008825
MeanAbsoluteError value on hold-out data: 0.09684138000011444
Epoch: 639
Loss on hold-out set: 0.017256657208417892
MeanAbsoluteError value on hold-out data: 0.1007525697350502
Epoch: 640
Loss on hold-out set: 0.014936847189916686
MeanAbsoluteError value on hold-out data: 0.0966142937541008
Epoch: 641
Loss on hold-out set: 0.017078420233350093
MeanAbsoluteError value on hold-out data: 0.1019759401679039
Epoch: 642
Loss on hold-out set: 0.01704836087976825
MeanAbsoluteError value on hold-out data: 0.10251934826374054
Epoch: 643
Loss on hold-out set: 0.016051366615405033
MeanAbsoluteError value on hold-out data: 0.09870287030935287
Epoch: 644
Loss on hold-out set: 0.01819106885945075
MeanAbsoluteError value on hold-out data: 0.10330894589424133
Epoch: 645
Loss on hold-out set: 0.01619166899365761
MeanAbsoluteError value on hold-out data: 0.09893498569726944
Epoch: 646
Loss on hold-out set: 0.016731777603563387
MeanAbsoluteError value on hold-out data: 0.10129422694444656
Epoch: 647
Loss on hold-out set: 0.017228911899389156
MeanAbsoluteError value on hold-out data: 0.10375803709030151
Epoch: 648
Loss on hold-out set: 0.016236490053185358
MeanAbsoluteError value on hold-out data: 0.09988090395927429
Epoch: 649
Loss on hold-out set: 0.016673693831204824
MeanAbsoluteError value on hold-out data: 0.09903662651777267
Epoch: 650
Loss on hold-out set: 0.016378124915554508
MeanAbsoluteError value on hold-out data: 0.09917433559894562
Epoch: 651
Loss on hold-out set: 0.01677305284916656
MeanAbsoluteError value on hold-out data: 0.10085274279117584
Epoch: 652
Loss on hold-out set: 0.017059519510088043
MeanAbsoluteError value on hold-out data: 0.1023842990398407
Epoch: 653
Loss on hold-out set: 0.015692247279172684
MeanAbsoluteError value on hold-out data: 0.09603405743837357
Epoch: 654
Loss on hold-out set: 0.01690737267542621
MeanAbsoluteError value on hold-out data: 0.10009701550006866
Epoch: 655
Loss on hold-out set: 0.016541185362245112
MeanAbsoluteError value on hold-out data: 0.1017298474907875
Epoch: 656
Loss on hold-out set: 0.015312902672376368
MeanAbsoluteError value on hold-out data: 0.09691522270441055
Epoch: 657
Loss on hold-out set: 0.017360815441061276
MeanAbsoluteError value on hold-out data: 0.10407400876283646
Epoch: 658
Loss on hold-out set: 0.01635125581078076
MeanAbsoluteError value on hold-out data: 0.09606434404850006
Epoch: 659
Loss on hold-out set: 0.014711310861894162
MeanAbsoluteError value on hold-out data: 0.09550058096647263
Epoch: 660
Loss on hold-out set: 0.016715379958641183
MeanAbsoluteError value on hold-out data: 0.10187596827745438
Epoch: 661
Loss on hold-out set: 0.016986994506587506
MeanAbsoluteError value on hold-out data: 0.10316913574934006
Epoch: 662
Loss on hold-out set: 0.016558733775261014
MeanAbsoluteError value on hold-out data: 0.10129614919424057
Epoch: 663
Loss on hold-out set: 0.016632518487943646
MeanAbsoluteError value on hold-out data: 0.10064230114221573
Epoch: 664
Loss on hold-out set: 0.017061899005554246
MeanAbsoluteError value on hold-out data: 0.1057078167796135
Epoch: 665
Loss on hold-out set: 0.01702820448464384
MeanAbsoluteError value on hold-out data: 0.10084778815507889
Epoch: 666
Loss on hold-out set: 0.01821426437954263
MeanAbsoluteError value on hold-out data: 0.1059102788567543
Epoch: 667
Loss on hold-out set: 0.015109583775823315
MeanAbsoluteError value on hold-out data: 0.09553734213113785
Epoch: 668
Loss on hold-out set: 0.01542206881424742
MeanAbsoluteError value on hold-out data: 0.09478931128978729
Epoch: 669
Loss on hold-out set: 0.019201219908961016
MeanAbsoluteError value on hold-out data: 0.10506916046142578
Epoch: 670
Loss on hold-out set: 0.017257817910479693
MeanAbsoluteError value on hold-out data: 0.10377699881792068
Epoch: 671
Loss on hold-out set: 0.016950082848052262
MeanAbsoluteError value on hold-out data: 0.10218232125043869
Epoch: 672
Loss on hold-out set: 0.016681802173746596
MeanAbsoluteError value on hold-out data: 0.10287831723690033
Epoch: 673
Loss on hold-out set: 0.017538478432203797
MeanAbsoluteError value on hold-out data: 0.10230756551027298
Epoch: 674
Loss on hold-out set: 0.015220589249571882
MeanAbsoluteError value on hold-out data: 0.09612040966749191
Epoch: 675
Loss on hold-out set: 0.016231723689173427
MeanAbsoluteError value on hold-out data: 0.10150199383497238
Epoch: 676
Loss on hold-out set: 0.017929555262283733
MeanAbsoluteError value on hold-out data: 0.10341037809848785
Epoch: 677
Loss on hold-out set: 0.016259861731050478
MeanAbsoluteError value on hold-out data: 0.09987936913967133
Epoch: 678
Loss on hold-out set: 0.01655027240800943
MeanAbsoluteError value on hold-out data: 0.10089289397001266
Epoch: 679
Loss on hold-out set: 0.017328507835457762
MeanAbsoluteError value on hold-out data: 0.1024242416024208
Epoch: 680
Loss on hold-out set: 0.01590180152930164
MeanAbsoluteError value on hold-out data: 0.09987287223339081
Epoch: 681
Loss on hold-out set: 0.016731500579577792
MeanAbsoluteError value on hold-out data: 0.09938975423574448
Epoch: 682
Loss on hold-out set: 0.018547094518338175
MeanAbsoluteError value on hold-out data: 0.10775643587112427
Epoch: 683
Loss on hold-out set: 0.01596633321205445
MeanAbsoluteError value on hold-out data: 0.09871874004602432
Epoch: 684
Loss on hold-out set: 0.014988001923726794
MeanAbsoluteError value on hold-out data: 0.09476875513792038
Epoch: 685
Loss on hold-out set: 0.016064206186226025
MeanAbsoluteError value on hold-out data: 0.10016848146915436
Epoch: 686
Loss on hold-out set: 0.01472453070578922
MeanAbsoluteError value on hold-out data: 0.09434165060520172
Epoch: 687
Loss on hold-out set: 0.016117729510224308
MeanAbsoluteError value on hold-out data: 0.09935715794563293
Epoch: 688
Loss on hold-out set: 0.016174334337022932
MeanAbsoluteError value on hold-out data: 0.10174953937530518
Epoch: 689
Loss on hold-out set: 0.016069166862131775
MeanAbsoluteError value on hold-out data: 0.0973905399441719
Epoch: 690
Loss on hold-out set: 0.016629364589789475
MeanAbsoluteError value on hold-out data: 0.10043258965015411
Epoch: 691
Loss on hold-out set: 0.01575018750241725
MeanAbsoluteError value on hold-out data: 0.09757301956415176
Epoch: 692
Loss on hold-out set: 0.01575683529066737
MeanAbsoluteError value on hold-out data: 0.09912388771772385
Epoch: 693
Loss on hold-out set: 0.017977458157401996
MeanAbsoluteError value on hold-out data: 0.10701145231723785
Epoch: 694
Loss on hold-out set: 0.016091973225702532
MeanAbsoluteError value on hold-out data: 0.09926723688840866
Epoch: 695
Loss on hold-out set: 0.014958853314407558
MeanAbsoluteError value on hold-out data: 0.09438809752464294
Epoch: 696
Loss on hold-out set: 0.015005754254428514
MeanAbsoluteError value on hold-out data: 0.09802659600973129
Epoch: 697
Loss on hold-out set: 0.01652356560006107
MeanAbsoluteError value on hold-out data: 0.10052485764026642
Epoch: 698
Loss on hold-out set: 0.017275069663737666
MeanAbsoluteError value on hold-out data: 0.10298933833837509
Epoch: 699
Loss on hold-out set: 0.01637495691946242
MeanAbsoluteError value on hold-out data: 0.09988180547952652
Epoch: 700
Loss on hold-out set: 0.01548919017863227
MeanAbsoluteError value on hold-out data: 0.09635947644710541
Epoch: 701
Loss on hold-out set: 0.013606513206129118
MeanAbsoluteError value on hold-out data: 0.09157126396894455
Epoch: 702
Loss on hold-out set: 0.016217239770242788
MeanAbsoluteError value on hold-out data: 0.09968819469213486
Epoch: 703
Loss on hold-out set: 0.014128662552684546
MeanAbsoluteError value on hold-out data: 0.09415623545646667
Epoch: 704
Loss on hold-out set: 0.01635829078016589
MeanAbsoluteError value on hold-out data: 0.0983174741268158
Epoch: 705
Loss on hold-out set: 0.01473618157945263
MeanAbsoluteError value on hold-out data: 0.09426095336675644
Epoch: 706
Loss on hold-out set: 0.014612278517888625
MeanAbsoluteError value on hold-out data: 0.09446647018194199
Epoch: 707
Loss on hold-out set: 0.015902583631080536
MeanAbsoluteError value on hold-out data: 0.09906894713640213
Epoch: 708
Loss on hold-out set: 0.01527205549510351
MeanAbsoluteError value on hold-out data: 0.0938282236456871
Epoch: 709
Loss on hold-out set: 0.015016705557063687
MeanAbsoluteError value on hold-out data: 0.09612126648426056
Epoch: 710
Loss on hold-out set: 0.015995840005428665
MeanAbsoluteError value on hold-out data: 0.09920737892389297
Epoch: 711
Loss on hold-out set: 0.014237832176731899
MeanAbsoluteError value on hold-out data: 0.09374603629112244
Epoch: 712
Loss on hold-out set: 0.014891612655834857
MeanAbsoluteError value on hold-out data: 0.09537295997142792
Epoch: 713
Loss on hold-out set: 0.015338726354821119
MeanAbsoluteError value on hold-out data: 0.09685990959405899
Epoch: 714
Loss on hold-out set: 0.015529513930523535
MeanAbsoluteError value on hold-out data: 0.09882053732872009
Epoch: 715
Loss on hold-out set: 0.016859018150134943
MeanAbsoluteError value on hold-out data: 0.1014353334903717
Epoch: 716
Loss on hold-out set: 0.016471926658656835
MeanAbsoluteError value on hold-out data: 0.09982258826494217
Epoch: 717
Loss on hold-out set: 0.016270575668507568
MeanAbsoluteError value on hold-out data: 0.0984024703502655
Epoch: 718
Loss on hold-out set: 0.016019379532081074
MeanAbsoluteError value on hold-out data: 0.09874481707811356
Epoch: 719
Loss on hold-out set: 0.014329925057536457
MeanAbsoluteError value on hold-out data: 0.09361415356397629
Epoch: 720
Loss on hold-out set: 0.014834724801233582
MeanAbsoluteError value on hold-out data: 0.09391803294420242
Epoch: 721
Loss on hold-out set: 0.016675910611672104
MeanAbsoluteError value on hold-out data: 0.10042979568243027
Epoch: 722
Loss on hold-out set: 0.015453167661326006
MeanAbsoluteError value on hold-out data: 0.0960223525762558
Epoch: 723
Loss on hold-out set: 0.016728164913365616
MeanAbsoluteError value on hold-out data: 0.10310806334018707
Epoch: 724
Loss on hold-out set: 0.014538090630958322
MeanAbsoluteError value on hold-out data: 0.09587498009204865
Epoch: 725
Loss on hold-out set: 0.013362157054954575
MeanAbsoluteError value on hold-out data: 0.08774173259735107
Epoch: 726
Loss on hold-out set: 0.014619400226147264
MeanAbsoluteError value on hold-out data: 0.09474895894527435
Epoch: 727
Loss on hold-out set: 0.01660345937552241
MeanAbsoluteError value on hold-out data: 0.09839116781949997
Epoch: 728
Loss on hold-out set: 0.015483141781636126
MeanAbsoluteError value on hold-out data: 0.09569662064313889
Epoch: 729
Loss on hold-out set: 0.016540467635107536
MeanAbsoluteError value on hold-out data: 0.10142472386360168
Epoch: 730
Loss on hold-out set: 0.015199416574614589
MeanAbsoluteError value on hold-out data: 0.09499455243349075
Epoch: 731
Loss on hold-out set: 0.015235404399378845
MeanAbsoluteError value on hold-out data: 0.09779095649719238
Epoch: 732
Loss on hold-out set: 0.017048988764290698
MeanAbsoluteError value on hold-out data: 0.09815189242362976
Epoch: 733
Loss on hold-out set: 0.015486680962106524
MeanAbsoluteError value on hold-out data: 0.09682303667068481
Epoch: 734
Loss on hold-out set: 0.014639385227804572
MeanAbsoluteError value on hold-out data: 0.09246973693370819
Epoch: 735
Loss on hold-out set: 0.015284108624521953
MeanAbsoluteError value on hold-out data: 0.09742223471403122
Epoch: 736
Loss on hold-out set: 0.01564137339364
MeanAbsoluteError value on hold-out data: 0.0950598418712616
Epoch: 737
Loss on hold-out set: 0.016106339697823085
MeanAbsoluteError value on hold-out data: 0.09922358393669128
Epoch: 738
Loss on hold-out set: 0.016240059317885122
MeanAbsoluteError value on hold-out data: 0.10037972778081894
Epoch: 739
Loss on hold-out set: 0.016337673188536427
MeanAbsoluteError value on hold-out data: 0.09961973875761032
Epoch: 740
Loss on hold-out set: 0.01523344434351505
MeanAbsoluteError value on hold-out data: 0.0963866114616394
Epoch: 741
Loss on hold-out set: 0.01410724326434623
MeanAbsoluteError value on hold-out data: 0.09324262291193008
Epoch: 742
Loss on hold-out set: 0.014944506424168745
MeanAbsoluteError value on hold-out data: 0.09730314463376999
Epoch: 743
Loss on hold-out set: 0.014422094498877413
MeanAbsoluteError value on hold-out data: 0.0952499657869339
Epoch: 744
Loss on hold-out set: 0.015290754952972444
MeanAbsoluteError value on hold-out data: 0.09840162843465805
Epoch: 745
Loss on hold-out set: 0.016788494378367127
MeanAbsoluteError value on hold-out data: 0.10171471536159515
Epoch: 746
Loss on hold-out set: 0.016068254505905013
MeanAbsoluteError value on hold-out data: 0.0976513922214508
Epoch: 747
Loss on hold-out set: 0.014006020239467034
MeanAbsoluteError value on hold-out data: 0.09166925400495529
Epoch: 748
Loss on hold-out set: 0.016240187695172305
MeanAbsoluteError value on hold-out data: 0.09951263666152954
Epoch: 749
Loss on hold-out set: 0.015002117343732
MeanAbsoluteError value on hold-out data: 0.0947379618883133
Epoch: 750
Loss on hold-out set: 0.014647534945446143
MeanAbsoluteError value on hold-out data: 0.0946865826845169
Epoch: 751
Loss on hold-out set: 0.013029210677777882
MeanAbsoluteError value on hold-out data: 0.08904361724853516
Epoch: 752
Loss on hold-out set: 0.014820935823954641
MeanAbsoluteError value on hold-out data: 0.0926545113325119
Epoch: 753
Loss on hold-out set: 0.01526854379165646
MeanAbsoluteError value on hold-out data: 0.09605522453784943
Epoch: 754
Loss on hold-out set: 0.016037559642572887
MeanAbsoluteError value on hold-out data: 0.0996231809258461
Epoch: 755
Loss on hold-out set: 0.014463151353096086
MeanAbsoluteError value on hold-out data: 0.09422989189624786
Epoch: 756
Loss on hold-out set: 0.014012802984483036
MeanAbsoluteError value on hold-out data: 0.09025878459215164
Epoch: 757
Loss on hold-out set: 0.013991163930137798
MeanAbsoluteError value on hold-out data: 0.09137486666440964
Epoch: 758
Loss on hold-out set: 0.01438909321873022
MeanAbsoluteError value on hold-out data: 0.09238699078559875
Epoch: 759
Loss on hold-out set: 0.01427670626246254
MeanAbsoluteError value on hold-out data: 0.09224327653646469
Epoch: 760
Loss on hold-out set: 0.014185327005689032
MeanAbsoluteError value on hold-out data: 0.09171357750892639
Epoch: 761
Loss on hold-out set: 0.016490248015373556
MeanAbsoluteError value on hold-out data: 0.1015421524643898
Epoch: 762
Loss on hold-out set: 0.014054127565419587
MeanAbsoluteError value on hold-out data: 0.09080379456281662
Epoch: 763
Loss on hold-out set: 0.013695494003331986
MeanAbsoluteError value on hold-out data: 0.08856736868619919
Epoch: 764
Loss on hold-out set: 0.015251407385900771
MeanAbsoluteError value on hold-out data: 0.09603481739759445
Epoch: 765
Loss on hold-out set: 0.014311083741534579
MeanAbsoluteError value on hold-out data: 0.09469084441661835
Epoch: 766
Loss on hold-out set: 0.015282142535955548
MeanAbsoluteError value on hold-out data: 0.09639601409435272
Epoch: 767
Loss on hold-out set: 0.016367722578143003
MeanAbsoluteError value on hold-out data: 0.09718430787324905
Epoch: 768
Loss on hold-out set: 0.015621549977707521
MeanAbsoluteError value on hold-out data: 0.09677888453006744
Epoch: 769
Loss on hold-out set: 0.01498060135015597
MeanAbsoluteError value on hold-out data: 0.0930650383234024
Epoch: 770
Loss on hold-out set: 0.0140600204416963
MeanAbsoluteError value on hold-out data: 0.09092164039611816
Epoch: 771
Loss on hold-out set: 0.014967581473756581
MeanAbsoluteError value on hold-out data: 0.09547190368175507
Epoch: 772
Loss on hold-out set: 0.015897353261777124
MeanAbsoluteError value on hold-out data: 0.09678047150373459
Epoch: 773
Loss on hold-out set: 0.015481235900109218
MeanAbsoluteError value on hold-out data: 0.09789936989545822
Epoch: 774
Loss on hold-out set: 0.014693761142358805
MeanAbsoluteError value on hold-out data: 0.09401891380548477
Epoch: 775
Loss on hold-out set: 0.01653905775664801
MeanAbsoluteError value on hold-out data: 0.10075460374355316
Epoch: 776
Loss on hold-out set: 0.01462110063880876
MeanAbsoluteError value on hold-out data: 0.09612836688756943
Epoch: 777
Loss on hold-out set: 0.01345970274975116
MeanAbsoluteError value on hold-out data: 0.09151773154735565
Epoch: 778
Loss on hold-out set: 0.014440939148140994
MeanAbsoluteError value on hold-out data: 0.09333658963441849
Epoch: 779
Loss on hold-out set: 0.016257204918262384
MeanAbsoluteError value on hold-out data: 0.09654330462217331
Epoch: 780
Loss on hold-out set: 0.014812018517986872
MeanAbsoluteError value on hold-out data: 0.09253601729869843
Epoch: 781
Loss on hold-out set: 0.01512062581993329
MeanAbsoluteError value on hold-out data: 0.09463629871606827
Epoch: 782
Loss on hold-out set: 0.015641436976535868
MeanAbsoluteError value on hold-out data: 0.09588997811079025
Epoch: 783
Loss on hold-out set: 0.0136333854423962
MeanAbsoluteError value on hold-out data: 0.09033424407243729
Epoch: 784
Loss on hold-out set: 0.016476718043753256
MeanAbsoluteError value on hold-out data: 0.10062826424837112
Epoch: 785
Loss on hold-out set: 0.015249601805432273
MeanAbsoluteError value on hold-out data: 0.09413295984268188
Epoch: 786
Loss on hold-out set: 0.01432756540255165
MeanAbsoluteError value on hold-out data: 0.09345132112503052
Epoch: 787
Loss on hold-out set: 0.014489163602508294
MeanAbsoluteError value on hold-out data: 0.09236008673906326
Epoch: 788
Loss on hold-out set: 0.01371942909671816
MeanAbsoluteError value on hold-out data: 0.09008446335792542
Epoch: 789
Loss on hold-out set: 0.013510037103933427
MeanAbsoluteError value on hold-out data: 0.08930779248476028
Epoch: 790
Loss on hold-out set: 0.013654581211837163
MeanAbsoluteError value on hold-out data: 0.08824053406715393
Epoch: 791
Loss on hold-out set: 0.01503707430537664
MeanAbsoluteError value on hold-out data: 0.0948670282959938
Epoch: 792
Loss on hold-out set: 0.013624986514235691
MeanAbsoluteError value on hold-out data: 0.09063409268856049
Epoch: 793
Loss on hold-out set: 0.012740258622240314
MeanAbsoluteError value on hold-out data: 0.08718103915452957
Epoch: 794
Loss on hold-out set: 0.013602505231950394
MeanAbsoluteError value on hold-out data: 0.0899156853556633
Epoch: 795
Loss on hold-out set: 0.013679631089908072
MeanAbsoluteError value on hold-out data: 0.08951980620622635
Epoch: 796
Loss on hold-out set: 0.013984839589199206
MeanAbsoluteError value on hold-out data: 0.09391476958990097
Epoch: 797
Loss on hold-out set: 0.014080400983997
MeanAbsoluteError value on hold-out data: 0.09235730022192001
Epoch: 798
Loss on hold-out set: 0.013393013334086087
MeanAbsoluteError value on hold-out data: 0.09020031988620758
Epoch: 799
Loss on hold-out set: 0.015064550495832616
MeanAbsoluteError value on hold-out data: 0.09431007504463196
Epoch: 800
Loss on hold-out set: 0.013770121626730542
MeanAbsoluteError value on hold-out data: 0.09080842137336731
Epoch: 801
Loss on hold-out set: 0.015117105971342729
MeanAbsoluteError value on hold-out data: 0.09668097645044327
Epoch: 802
Loss on hold-out set: 0.013703242801293527
MeanAbsoluteError value on hold-out data: 0.08917704224586487
Epoch: 803
Loss on hold-out set: 0.013216095306076264
MeanAbsoluteError value on hold-out data: 0.0891902893781662
Epoch: 804
Loss on hold-out set: 0.014172586176622037
MeanAbsoluteError value on hold-out data: 0.09199952334165573
Epoch: 805
Loss on hold-out set: 0.014707406728800075
MeanAbsoluteError value on hold-out data: 0.09735912084579468
Epoch: 806
Loss on hold-out set: 0.013522383527694425
MeanAbsoluteError value on hold-out data: 0.09218497574329376
Epoch: 807
Loss on hold-out set: 0.012786122191343263
MeanAbsoluteError value on hold-out data: 0.08863052725791931
Epoch: 808
Loss on hold-out set: 0.014079557347771091
MeanAbsoluteError value on hold-out data: 0.09539280086755753
Epoch: 809
Loss on hold-out set: 0.015494088431684455
MeanAbsoluteError value on hold-out data: 0.09393326193094254
Epoch: 810
Loss on hold-out set: 0.01301161015566322
MeanAbsoluteError value on hold-out data: 0.0867031067609787
Epoch: 811
Loss on hold-out set: 0.014552009269439926
MeanAbsoluteError value on hold-out data: 0.09528826177120209
Epoch: 812
Loss on hold-out set: 0.015598890639151554
MeanAbsoluteError value on hold-out data: 0.09426036477088928
Epoch: 813
Loss on hold-out set: 0.013101750424818117
MeanAbsoluteError value on hold-out data: 0.08902471512556076
Epoch: 814
Loss on hold-out set: 0.0129530654616489
MeanAbsoluteError value on hold-out data: 0.08482307195663452
Epoch: 815
Loss on hold-out set: 0.014871382700803223
MeanAbsoluteError value on hold-out data: 0.09574274718761444
Epoch: 816
Loss on hold-out set: 0.012214224833611903
MeanAbsoluteError value on hold-out data: 0.08616768568754196
Epoch: 817
Loss on hold-out set: 0.012689438528953663
MeanAbsoluteError value on hold-out data: 0.08801475167274475
Epoch: 818
Loss on hold-out set: 0.014413709967411705
MeanAbsoluteError value on hold-out data: 0.09124886244535446
Epoch: 819
Loss on hold-out set: 0.014484351580322255
MeanAbsoluteError value on hold-out data: 0.09434476494789124
Epoch: 820
Loss on hold-out set: 0.013288058355004372
MeanAbsoluteError value on hold-out data: 0.0885738953948021
Epoch: 821
Loss on hold-out set: 0.01372250835922993
MeanAbsoluteError value on hold-out data: 0.08862172067165375
Epoch: 822
Loss on hold-out set: 0.014474409492455986
MeanAbsoluteError value on hold-out data: 0.09133027493953705
Epoch: 823
Loss on hold-out set: 0.01395950834606386
MeanAbsoluteError value on hold-out data: 0.09166564047336578
Epoch: 824
Loss on hold-out set: 0.01469279000191212
MeanAbsoluteError value on hold-out data: 0.09454749524593353
Epoch: 825
Loss on hold-out set: 0.014863720267106448
MeanAbsoluteError value on hold-out data: 0.09188198298215866
Epoch: 826
Loss on hold-out set: 0.013871509447538604
MeanAbsoluteError value on hold-out data: 0.09202326089143753
Epoch: 827
Loss on hold-out set: 0.013926932282871955
MeanAbsoluteError value on hold-out data: 0.09102766215801239
Epoch: 828
Loss on hold-out set: 0.01434156150178751
MeanAbsoluteError value on hold-out data: 0.09313169866800308
Epoch: 829
Loss on hold-out set: 0.015099479896598496
MeanAbsoluteError value on hold-out data: 0.09453730285167694
Epoch: 830
Loss on hold-out set: 0.012228551792274327
MeanAbsoluteError value on hold-out data: 0.08694828301668167
Epoch: 831
Loss on hold-out set: 0.014480760410006042
MeanAbsoluteError value on hold-out data: 0.0930243656039238
Epoch: 832
Loss on hold-out set: 0.012481494841340464
MeanAbsoluteError value on hold-out data: 0.08763430267572403
Epoch: 833
Loss on hold-out set: 0.013417323046451202
MeanAbsoluteError value on hold-out data: 0.08814037591218948
Epoch: 834
Loss on hold-out set: 0.013205042382178362
MeanAbsoluteError value on hold-out data: 0.09096898138523102
Epoch: 835
Loss on hold-out set: 0.011498026420110061
MeanAbsoluteError value on hold-out data: 0.08373551070690155
Epoch: 836
Loss on hold-out set: 0.014599240247237806
MeanAbsoluteError value on hold-out data: 0.0922757238149643
Epoch: 837
Loss on hold-out set: 0.014584535555234954
MeanAbsoluteError value on hold-out data: 0.09036451578140259
Epoch: 838
Loss on hold-out set: 0.013002461072755978
MeanAbsoluteError value on hold-out data: 0.08656434714794159
Epoch: 839
Loss on hold-out set: 0.012545398611613716
MeanAbsoluteError value on hold-out data: 0.08910106867551804
Epoch: 840
Loss on hold-out set: 0.014722184308120632
MeanAbsoluteError value on hold-out data: 0.09277300536632538
Epoch: 841
Loss on hold-out set: 0.01308931935345754
MeanAbsoluteError value on hold-out data: 0.08916482329368591
Epoch: 842
Loss on hold-out set: 0.01370782471659671
MeanAbsoluteError value on hold-out data: 0.08680921792984009
Epoch: 843
Loss on hold-out set: 0.011161760940255287
MeanAbsoluteError value on hold-out data: 0.08243965357542038
Epoch: 844
Loss on hold-out set: 0.01485089960951882
MeanAbsoluteError value on hold-out data: 0.09288807213306427
Epoch: 845
Loss on hold-out set: 0.013436929061062983
MeanAbsoluteError value on hold-out data: 0.08941421657800674
Epoch: 846
Loss on hold-out set: 0.012006305826653262
MeanAbsoluteError value on hold-out data: 0.08314288407564163
Epoch: 847
Loss on hold-out set: 0.01397202583842348
MeanAbsoluteError value on hold-out data: 0.09228435903787613
Epoch: 848
Loss on hold-out set: 0.01440728759781147
MeanAbsoluteError value on hold-out data: 0.09314264357089996
Epoch: 849
Loss on hold-out set: 0.015492358704893074
MeanAbsoluteError value on hold-out data: 0.0949074923992157
Epoch: 850
Loss on hold-out set: 0.014015964168744783
MeanAbsoluteError value on hold-out data: 0.09256676584482193
Epoch: 851
Loss on hold-out set: 0.013471126280055614
MeanAbsoluteError value on hold-out data: 0.08992470055818558
Epoch: 852
Loss on hold-out set: 0.01284460329649543
MeanAbsoluteError value on hold-out data: 0.08613991737365723
Epoch: 853
Loss on hold-out set: 0.01302704559309253
MeanAbsoluteError value on hold-out data: 0.08881394565105438
Epoch: 854
Loss on hold-out set: 0.013242573416209779
MeanAbsoluteError value on hold-out data: 0.0880359634757042
Epoch: 855
Loss on hold-out set: 0.013169832999556092
MeanAbsoluteError value on hold-out data: 0.08974099904298782
Epoch: 856
Loss on hold-out set: 0.013525415967063357
MeanAbsoluteError value on hold-out data: 0.08922150731086731
Epoch: 857
Loss on hold-out set: 0.013301958752102412
MeanAbsoluteError value on hold-out data: 0.08716867119073868
Epoch: 858
Loss on hold-out set: 0.013439205301231898
MeanAbsoluteError value on hold-out data: 0.09263305366039276
Epoch: 859
Loss on hold-out set: 0.012355718352506907
MeanAbsoluteError value on hold-out data: 0.08685632050037384
Epoch: 860
Loss on hold-out set: 0.013755450877603532
MeanAbsoluteError value on hold-out data: 0.0905180349946022
Epoch: 861
Loss on hold-out set: 0.013666987281831099
MeanAbsoluteError value on hold-out data: 0.08956538140773773
Epoch: 862
Loss on hold-out set: 0.012454503947968381
MeanAbsoluteError value on hold-out data: 0.08836328238248825
Epoch: 863
Loss on hold-out set: 0.012788267675059615
MeanAbsoluteError value on hold-out data: 0.08839526027441025
Epoch: 864
Loss on hold-out set: 0.013625418205095533
MeanAbsoluteError value on hold-out data: 0.09167861938476562
Epoch: 865
Loss on hold-out set: 0.012883674966530331
MeanAbsoluteError value on hold-out data: 0.08481941372156143
Epoch: 866
Loss on hold-out set: 0.013931743540403356
MeanAbsoluteError value on hold-out data: 0.09309737384319305
Epoch: 867
Loss on hold-out set: 0.013451086546623022
MeanAbsoluteError value on hold-out data: 0.08935342729091644
Epoch: 868
Loss on hold-out set: 0.013850865632751569
MeanAbsoluteError value on hold-out data: 0.08827265352010727
Epoch: 869
Loss on hold-out set: 0.011948981076226725
MeanAbsoluteError value on hold-out data: 0.08369742333889008
Epoch: 870
Loss on hold-out set: 0.012297349849638218
MeanAbsoluteError value on hold-out data: 0.08533815294504166
Epoch: 871
Loss on hold-out set: 0.013750016291596693
MeanAbsoluteError value on hold-out data: 0.08857579529285431
Epoch: 872
Loss on hold-out set: 0.014492605691193603
MeanAbsoluteError value on hold-out data: 0.09557946771383286
Epoch: 873
Loss on hold-out set: 0.012523665875875546
MeanAbsoluteError value on hold-out data: 0.08459867537021637
Epoch: 874
Loss on hold-out set: 0.015563003420296203
MeanAbsoluteError value on hold-out data: 0.09341540932655334
Epoch: 875
Loss on hold-out set: 0.013004704429889291
MeanAbsoluteError value on hold-out data: 0.08857785910367966
Epoch: 876
Loss on hold-out set: 0.014079263413841546
MeanAbsoluteError value on hold-out data: 0.08964946866035461
Epoch: 877
Loss on hold-out set: 0.012760361995121153
MeanAbsoluteError value on hold-out data: 0.08895141631364822
Epoch: 878
Loss on hold-out set: 0.014069102808110377
MeanAbsoluteError value on hold-out data: 0.08806118369102478
Epoch: 879
Loss on hold-out set: 0.01360040924201409
MeanAbsoluteError value on hold-out data: 0.09022422879934311
Epoch: 880
Loss on hold-out set: 0.01226438321994768
MeanAbsoluteError value on hold-out data: 0.08429037034511566
Epoch: 881
Loss on hold-out set: 0.01269094932678854
MeanAbsoluteError value on hold-out data: 0.08646100759506226
Epoch: 882
Loss on hold-out set: 0.0127752324671989
MeanAbsoluteError value on hold-out data: 0.08464620262384415
Epoch: 883
Loss on hold-out set: 0.012299561058389372
MeanAbsoluteError value on hold-out data: 0.08642861992120743
Epoch: 884
Loss on hold-out set: 0.013333596989687066
MeanAbsoluteError value on hold-out data: 0.08837142586708069
Epoch: 885
Loss on hold-out set: 0.011201624656726684
MeanAbsoluteError value on hold-out data: 0.08191825449466705
Epoch: 886
Loss on hold-out set: 0.012471616062812245
MeanAbsoluteError value on hold-out data: 0.08455295115709305
Epoch: 887
Loss on hold-out set: 0.013098556369028907
MeanAbsoluteError value on hold-out data: 0.08891814202070236
Epoch: 888
Loss on hold-out set: 0.01399425696421531
MeanAbsoluteError value on hold-out data: 0.09138591587543488
Epoch: 889
Loss on hold-out set: 0.013817918421506571
MeanAbsoluteError value on hold-out data: 0.09159393608570099
Epoch: 890
Loss on hold-out set: 0.014714826589406585
MeanAbsoluteError value on hold-out data: 0.09531652182340622
Epoch: 891
Loss on hold-out set: 0.011179364447695359
MeanAbsoluteError value on hold-out data: 0.0848577469587326
Epoch: 892
Loss on hold-out set: 0.012945898665881639
MeanAbsoluteError value on hold-out data: 0.08761288970708847
Epoch: 893
Loss on hold-out set: 0.011656141105716718
MeanAbsoluteError value on hold-out data: 0.08334876596927643
Epoch: 894
Loss on hold-out set: 0.012815066923649284
MeanAbsoluteError value on hold-out data: 0.08512993156909943
Epoch: 895
Loss on hold-out set: 0.012090710086292044
MeanAbsoluteError value on hold-out data: 0.08453928679227829
Epoch: 896
Loss on hold-out set: 0.011563747848025135
MeanAbsoluteError value on hold-out data: 0.0818956196308136
Epoch: 897
Loss on hold-out set: 0.011571781861518199
MeanAbsoluteError value on hold-out data: 0.08134546875953674
Epoch: 898
Loss on hold-out set: 0.013339058989925738
MeanAbsoluteError value on hold-out data: 0.08741122484207153
Epoch: 899
Loss on hold-out set: 0.01255865159611858
MeanAbsoluteError value on hold-out data: 0.08570004254579544
Epoch: 900
Loss on hold-out set: 0.012275395872663164
MeanAbsoluteError value on hold-out data: 0.08499500155448914
Epoch: 901
Loss on hold-out set: 0.012209577247352475
MeanAbsoluteError value on hold-out data: 0.08487014472484589
Epoch: 902
Loss on hold-out set: 0.012935449732952596
MeanAbsoluteError value on hold-out data: 0.0877138301730156
Epoch: 903
Loss on hold-out set: 0.01207327249277417
MeanAbsoluteError value on hold-out data: 0.0835295021533966
Epoch: 904
Loss on hold-out set: 0.013000270523237607
MeanAbsoluteError value on hold-out data: 0.08577869087457657
Epoch: 905
Loss on hold-out set: 0.012884705321824489
MeanAbsoluteError value on hold-out data: 0.0865464061498642
Epoch: 906
Loss on hold-out set: 0.013467246436484857
MeanAbsoluteError value on hold-out data: 0.08824972063302994
Epoch: 907
Loss on hold-out set: 0.01356332524039317
MeanAbsoluteError value on hold-out data: 0.08803804218769073
Epoch: 908
Loss on hold-out set: 0.012437327541980873
MeanAbsoluteError value on hold-out data: 0.08260925859212875
Epoch: 909
Loss on hold-out set: 0.01236819035121395
MeanAbsoluteError value on hold-out data: 0.08469007164239883
Epoch: 910
Loss on hold-out set: 0.011790155427340021
MeanAbsoluteError value on hold-out data: 0.08323048055171967
Epoch: 911
Loss on hold-out set: 0.01208027371755937
MeanAbsoluteError value on hold-out data: 0.08623983711004257
Epoch: 912
Loss on hold-out set: 0.014080446125105178
MeanAbsoluteError value on hold-out data: 0.09086528420448303
Epoch: 913
Loss on hold-out set: 0.013689936297644938
MeanAbsoluteError value on hold-out data: 0.08793888241052628
Epoch: 914
Loss on hold-out set: 0.012633688111188045
MeanAbsoluteError value on hold-out data: 0.08770478516817093
Epoch: 915
Loss on hold-out set: 0.01396444341611641
MeanAbsoluteError value on hold-out data: 0.09074827283620834
Epoch: 916
Loss on hold-out set: 0.014209360986515094
MeanAbsoluteError value on hold-out data: 0.0890127643942833
Epoch: 917
Loss on hold-out set: 0.012340052578286607
MeanAbsoluteError value on hold-out data: 0.08580155670642853
Epoch: 918
Loss on hold-out set: 0.011802319150632078
MeanAbsoluteError value on hold-out data: 0.08312349766492844
Epoch: 919
Loss on hold-out set: 0.011096509062723877
MeanAbsoluteError value on hold-out data: 0.08168096095323563
Epoch: 920
Loss on hold-out set: 0.013620519322503242
MeanAbsoluteError value on hold-out data: 0.09237951785326004
Epoch: 921
Loss on hold-out set: 0.013232468893693294
MeanAbsoluteError value on hold-out data: 0.08953122794628143
Epoch: 922
Loss on hold-out set: 0.01173718898477091
MeanAbsoluteError value on hold-out data: 0.08284132927656174
Epoch: 923
Loss on hold-out set: 0.010272882118224516
MeanAbsoluteError value on hold-out data: 0.08015455305576324
Epoch: 924
Loss on hold-out set: 0.011970374324106766
MeanAbsoluteError value on hold-out data: 0.08556700497865677
Epoch: 925
Loss on hold-out set: 0.01250681194231826
MeanAbsoluteError value on hold-out data: 0.08551357686519623
Epoch: 926
Loss on hold-out set: 0.011746945056559828
MeanAbsoluteError value on hold-out data: 0.08477943390607834
Epoch: 927
Loss on hold-out set: 0.013461264217039571
MeanAbsoluteError value on hold-out data: 0.0848623514175415
Epoch: 928
Loss on hold-out set: 0.012071131065125277
MeanAbsoluteError value on hold-out data: 0.084621362388134
Epoch: 929
Loss on hold-out set: 0.012133093898082734
MeanAbsoluteError value on hold-out data: 0.08388321846723557
Epoch: 930
Loss on hold-out set: 0.01195072068418085
MeanAbsoluteError value on hold-out data: 0.08367200195789337
Epoch: 931
Loss on hold-out set: 0.013045378743845504
MeanAbsoluteError value on hold-out data: 0.08813656866550446
Epoch: 932
Loss on hold-out set: 0.012863839499847624
MeanAbsoluteError value on hold-out data: 0.08806375414133072
Epoch: 933
Loss on hold-out set: 0.013375145265260168
MeanAbsoluteError value on hold-out data: 0.08759217709302902
Epoch: 934
Loss on hold-out set: 0.012246315692306477
MeanAbsoluteError value on hold-out data: 0.08550114929676056
Epoch: 935
Loss on hold-out set: 0.013354862101429414
MeanAbsoluteError value on hold-out data: 0.08813510090112686
Epoch: 936
Loss on hold-out set: 0.012638825475927054
MeanAbsoluteError value on hold-out data: 0.08482096344232559
Epoch: 937
Loss on hold-out set: 0.011510988902009557
MeanAbsoluteError value on hold-out data: 0.07819700986146927
Epoch: 938
Loss on hold-out set: 0.011935877227915625
MeanAbsoluteError value on hold-out data: 0.08161835372447968
Epoch: 939
Loss on hold-out set: 0.01327480287781024
MeanAbsoluteError value on hold-out data: 0.08790736645460129
Epoch: 940
Loss on hold-out set: 0.01276925877459386
MeanAbsoluteError value on hold-out data: 0.08644398301839828
Epoch: 941
Loss on hold-out set: 0.012937255933478203
MeanAbsoluteError value on hold-out data: 0.08905833214521408
Epoch: 942
Loss on hold-out set: 0.013171720009061876
MeanAbsoluteError value on hold-out data: 0.08722537010908127
Epoch: 943
Loss on hold-out set: 0.012136426701860424
MeanAbsoluteError value on hold-out data: 0.08514202386140823
Epoch: 944
Loss on hold-out set: 0.012808444699282214
MeanAbsoluteError value on hold-out data: 0.08808663487434387
Epoch: 945
Loss on hold-out set: 0.012299440991385685
MeanAbsoluteError value on hold-out data: 0.08309166878461838
Epoch: 946
Loss on hold-out set: 0.011375877579727483
MeanAbsoluteError value on hold-out data: 0.08228439092636108
Epoch: 947
Loss on hold-out set: 0.01080415073595456
MeanAbsoluteError value on hold-out data: 0.08131349086761475
Epoch: 948
Loss on hold-out set: 0.011782629469331975
MeanAbsoluteError value on hold-out data: 0.08170963823795319
Epoch: 949
Loss on hold-out set: 0.013288437237764204
MeanAbsoluteError value on hold-out data: 0.08707161247730255
Epoch: 950
Loss on hold-out set: 0.012970113195381903
MeanAbsoluteError value on hold-out data: 0.08653490990400314
Epoch: 951
Loss on hold-out set: 0.011644235837787467
MeanAbsoluteError value on hold-out data: 0.08470774441957474
Epoch: 952
Loss on hold-out set: 0.012552842668616601
MeanAbsoluteError value on hold-out data: 0.08616137504577637
Epoch: 953
Loss on hold-out set: 0.01123829899088984
MeanAbsoluteError value on hold-out data: 0.08412758260965347
Epoch: 954
Loss on hold-out set: 0.011030829833665242
MeanAbsoluteError value on hold-out data: 0.07863669097423553
Epoch: 955
Loss on hold-out set: 0.01208530952038321
MeanAbsoluteError value on hold-out data: 0.08093173056840897
Epoch: 956
Loss on hold-out set: 0.01339608994118559
MeanAbsoluteError value on hold-out data: 0.0874696597456932
Epoch: 957
Loss on hold-out set: 0.012235123941888257
MeanAbsoluteError value on hold-out data: 0.08693108707666397
Epoch: 958
Loss on hold-out set: 0.011764887201958724
MeanAbsoluteError value on hold-out data: 0.08381711691617966
Epoch: 959
Loss on hold-out set: 0.012196547047351488
MeanAbsoluteError value on hold-out data: 0.08213956654071808
Epoch: 960
Loss on hold-out set: 0.011323505897938351
MeanAbsoluteError value on hold-out data: 0.07998158037662506
Epoch: 961
Loss on hold-out set: 0.010822896992904134
MeanAbsoluteError value on hold-out data: 0.07708335667848587
Epoch: 962
Loss on hold-out set: 0.012729954754940992
MeanAbsoluteError value on hold-out data: 0.08478131890296936
Epoch: 963
Loss on hold-out set: 0.010378873651340352
MeanAbsoluteError value on hold-out data: 0.07626690715551376
Epoch: 964
Loss on hold-out set: 0.01203864462741573
MeanAbsoluteError value on hold-out data: 0.08123698830604553
Epoch: 965
Loss on hold-out set: 0.012682094576690967
MeanAbsoluteError value on hold-out data: 0.08604227006435394
Epoch: 966
Loss on hold-out set: 0.011779118460253812
MeanAbsoluteError value on hold-out data: 0.08312218636274338
Epoch: 967
Loss on hold-out set: 0.011324421995280621
MeanAbsoluteError value on hold-out data: 0.07959724217653275
Epoch: 968
Loss on hold-out set: 0.013988024374557427
MeanAbsoluteError value on hold-out data: 0.08992938697338104
Epoch: 969
Loss on hold-out set: 0.011252506275638249
MeanAbsoluteError value on hold-out data: 0.08061844110488892
Epoch: 970
Loss on hold-out set: 0.013096769146844357
MeanAbsoluteError value on hold-out data: 0.08655980229377747
Epoch: 971
Loss on hold-out set: 0.010998446055552146
MeanAbsoluteError value on hold-out data: 0.08120352774858475
Epoch: 972
Loss on hold-out set: 0.01331841744754153
MeanAbsoluteError value on hold-out data: 0.08890700340270996
Epoch: 973
Loss on hold-out set: 0.012936453188578223
MeanAbsoluteError value on hold-out data: 0.0850299522280693
Epoch: 974
Loss on hold-out set: 0.012363142861019394
MeanAbsoluteError value on hold-out data: 0.08537743985652924
Epoch: 975
Loss on hold-out set: 0.011754694154622788
MeanAbsoluteError value on hold-out data: 0.07956354320049286
Epoch: 976
Loss on hold-out set: 0.012233564916823526
MeanAbsoluteError value on hold-out data: 0.08285887539386749
Epoch: 977
Loss on hold-out set: 0.011280911806456212
MeanAbsoluteError value on hold-out data: 0.077825166285038
Epoch: 978
Loss on hold-out set: 0.01205707401234728
MeanAbsoluteError value on hold-out data: 0.08428747951984406
Epoch: 979
Loss on hold-out set: 0.011228733994685172
MeanAbsoluteError value on hold-out data: 0.08114943653345108
Epoch: 980
Loss on hold-out set: 0.012664981158838297
MeanAbsoluteError value on hold-out data: 0.08559462428092957
Epoch: 981
Loss on hold-out set: 0.011741726117422028
MeanAbsoluteError value on hold-out data: 0.07940973341464996
Epoch: 982
Loss on hold-out set: 0.01044041972073804
MeanAbsoluteError value on hold-out data: 0.07957447320222855
Epoch: 983
Loss on hold-out set: 0.013398706173175014
MeanAbsoluteError value on hold-out data: 0.0893029049038887
Epoch: 984
Loss on hold-out set: 0.012355109697624963
MeanAbsoluteError value on hold-out data: 0.08571363985538483
Epoch: 985
Loss on hold-out set: 0.011369306784023744
MeanAbsoluteError value on hold-out data: 0.0828450545668602
Epoch: 986
Loss on hold-out set: 0.012514084172313839
MeanAbsoluteError value on hold-out data: 0.08523685485124588
Epoch: 987
Loss on hold-out set: 0.010440157370855256
MeanAbsoluteError value on hold-out data: 0.07732141762971878
Epoch: 988
Loss on hold-out set: 0.014135124645933198
MeanAbsoluteError value on hold-out data: 0.08927465230226517
Epoch: 989
Loss on hold-out set: 0.012278925783854599
MeanAbsoluteError value on hold-out data: 0.08508393913507462
Epoch: 990
Loss on hold-out set: 0.01091248567555643
MeanAbsoluteError value on hold-out data: 0.08033136278390884
Epoch: 991
Loss on hold-out set: 0.011413744668097935
MeanAbsoluteError value on hold-out data: 0.0805789977312088
Epoch: 992
Loss on hold-out set: 0.011306447916237326
MeanAbsoluteError value on hold-out data: 0.08061664551496506
Epoch: 993
Loss on hold-out set: 0.012746665923283823
MeanAbsoluteError value on hold-out data: 0.08560983836650848
Epoch: 994
Loss on hold-out set: 0.010220316740014824
MeanAbsoluteError value on hold-out data: 0.07633066177368164
Epoch: 995
Loss on hold-out set: 0.01152510338264013
MeanAbsoluteError value on hold-out data: 0.08167906105518341
Epoch: 996
Loss on hold-out set: 0.01106665024823087
MeanAbsoluteError value on hold-out data: 0.07834659516811371
Epoch: 997
Loss on hold-out set: 0.01001947789774628
MeanAbsoluteError value on hold-out data: 0.07571613043546677
Epoch: 998
Loss on hold-out set: 0.011683546746808134
MeanAbsoluteError value on hold-out data: 0.08028891682624817
Epoch: 999
Loss on hold-out set: 0.012069664852751884
MeanAbsoluteError value on hold-out data: 0.08163011819124222
Epoch: 1000
Loss on hold-out set: 0.010808504024898866
MeanAbsoluteError value on hold-out data: 0.07824881374835968
Epoch: 1001
Loss on hold-out set: 0.010275862480193609
MeanAbsoluteError value on hold-out data: 0.07656444609165192
Epoch: 1002
Loss on hold-out set: 0.010681702818207366
MeanAbsoluteError value on hold-out data: 0.07836807519197464
Epoch: 1003
Loss on hold-out set: 0.011825582669941164
MeanAbsoluteError value on hold-out data: 0.0827079489827156
Epoch: 1004
Loss on hold-out set: 0.011681091685564601
MeanAbsoluteError value on hold-out data: 0.08106882125139236
Epoch: 1005
Loss on hold-out set: 0.012155823764381542
MeanAbsoluteError value on hold-out data: 0.08363176137208939
Epoch: 1006
Loss on hold-out set: 0.012015530470913896
MeanAbsoluteError value on hold-out data: 0.08454766124486923
Epoch: 1007
Loss on hold-out set: 0.00995029372095208
MeanAbsoluteError value on hold-out data: 0.07669690996408463
Epoch: 1008
Loss on hold-out set: 0.010930892490262826
MeanAbsoluteError value on hold-out data: 0.07964359223842621
Epoch: 1009
Loss on hold-out set: 0.012783794963725085
MeanAbsoluteError value on hold-out data: 0.0844067931175232
Epoch: 1010
Loss on hold-out set: 0.010981945415987866
MeanAbsoluteError value on hold-out data: 0.07902784645557404
Epoch: 1011
Loss on hold-out set: 0.01190921314972608
MeanAbsoluteError value on hold-out data: 0.08182820677757263
Epoch: 1012
Loss on hold-out set: 0.011707156253699698
MeanAbsoluteError value on hold-out data: 0.08180152624845505
Epoch: 1013
Loss on hold-out set: 0.01228749503090512
MeanAbsoluteError value on hold-out data: 0.0832512229681015
Epoch: 1014
Loss on hold-out set: 0.009766239401409015
MeanAbsoluteError value on hold-out data: 0.07286273688077927
Epoch: 1015
Loss on hold-out set: 0.011484171553553702
MeanAbsoluteError value on hold-out data: 0.08197873830795288
Epoch: 1016
Loss on hold-out set: 0.011317962433192103
MeanAbsoluteError value on hold-out data: 0.08220972120761871
Epoch: 1017
Loss on hold-out set: 0.011334934717936751
MeanAbsoluteError value on hold-out data: 0.07856076210737228
Epoch: 1018
Loss on hold-out set: 0.010464298165170477
MeanAbsoluteError value on hold-out data: 0.08137323707342148
Epoch: 1019
Loss on hold-out set: 0.013185849466099171
MeanAbsoluteError value on hold-out data: 0.08770286291837692
Epoch: 1020
Loss on hold-out set: 0.012059345739156319
MeanAbsoluteError value on hold-out data: 0.0833621695637703
Epoch: 1021
Loss on hold-out set: 0.012661851450126656
MeanAbsoluteError value on hold-out data: 0.08484787493944168
Epoch: 1022
Loss on hold-out set: 0.012437896215390841
MeanAbsoluteError value on hold-out data: 0.083343006670475
Epoch: 1023
Loss on hold-out set: 0.009695067804314022
MeanAbsoluteError value on hold-out data: 0.0751791000366211
Epoch: 1024
Loss on hold-out set: 0.011124301099237831
MeanAbsoluteError value on hold-out data: 0.07732347398996353
Epoch: 1025
Loss on hold-out set: 0.010596138843199394
MeanAbsoluteError value on hold-out data: 0.0820525586605072
Epoch: 1026
Loss on hold-out set: 0.010342689358440111
MeanAbsoluteError value on hold-out data: 0.07790866494178772
Epoch: 1027
Loss on hold-out set: 0.01095289971679449
MeanAbsoluteError value on hold-out data: 0.08004709333181381
Epoch: 1028
Loss on hold-out set: 0.010023938262532587
MeanAbsoluteError value on hold-out data: 0.07702025771141052
Epoch: 1029
Loss on hold-out set: 0.010515089178807103
MeanAbsoluteError value on hold-out data: 0.07709821313619614
Epoch: 1030
Loss on hold-out set: 0.01196356524839454
MeanAbsoluteError value on hold-out data: 0.08313652127981186
Epoch: 1031
Loss on hold-out set: 0.012259700193778068
MeanAbsoluteError value on hold-out data: 0.0831964761018753
Epoch: 1032
Loss on hold-out set: 0.010675225643547795
MeanAbsoluteError value on hold-out data: 0.07862722128629684
Epoch: 1033
Loss on hold-out set: 0.010195800636914403
MeanAbsoluteError value on hold-out data: 0.0768495723605156
Epoch: 1034
Loss on hold-out set: 0.0135454987003565
MeanAbsoluteError value on hold-out data: 0.08433890342712402
Epoch: 1035
Loss on hold-out set: 0.011354804193057741
MeanAbsoluteError value on hold-out data: 0.08135908097028732
Epoch: 1036
Loss on hold-out set: 0.009926063065067865
MeanAbsoluteError value on hold-out data: 0.07916798442602158
Epoch: 1037
Loss on hold-out set: 0.01250964720141686
MeanAbsoluteError value on hold-out data: 0.08580935001373291
Epoch: 1038
Loss on hold-out set: 0.011487845068841126
MeanAbsoluteError value on hold-out data: 0.08000443130731583
Epoch: 1039
Loss on hold-out set: 0.011581518187461674
MeanAbsoluteError value on hold-out data: 0.08238523453474045
Epoch: 1040
Loss on hold-out set: 0.012076741046524451
MeanAbsoluteError value on hold-out data: 0.08102327585220337
Epoch: 1041
Loss on hold-out set: 0.012347358763460457
MeanAbsoluteError value on hold-out data: 0.08328580111265182
Epoch: 1042
Loss on hold-out set: 0.012350441262242384
MeanAbsoluteError value on hold-out data: 0.08534050732851028
Epoch: 1043
Loss on hold-out set: 0.010447032408549906
MeanAbsoluteError value on hold-out data: 0.07929480820894241
Epoch: 1044
Loss on hold-out set: 0.01178357110999059
MeanAbsoluteError value on hold-out data: 0.08268779516220093
Epoch: 1045
Loss on hold-out set: 0.01244876660767962
MeanAbsoluteError value on hold-out data: 0.0817301869392395
Epoch: 1046
Loss on hold-out set: 0.011010801893741397
MeanAbsoluteError value on hold-out data: 0.07984749227762222
Epoch: 1047
Loss on hold-out set: 0.010925755925127305
MeanAbsoluteError value on hold-out data: 0.07974586635828018
Epoch: 1048
Loss on hold-out set: 0.0110039167249973
MeanAbsoluteError value on hold-out data: 0.0800192803144455
Epoch: 1049
Loss on hold-out set: 0.010822574722254407
MeanAbsoluteError value on hold-out data: 0.0794859379529953
Epoch: 1050
Loss on hold-out set: 0.011575138010860731
MeanAbsoluteError value on hold-out data: 0.08108262717723846
Epoch: 1051
Loss on hold-out set: 0.01084636152915967
MeanAbsoluteError value on hold-out data: 0.08062787353992462
Epoch: 1052
Loss on hold-out set: 0.010752479851362295
MeanAbsoluteError value on hold-out data: 0.07868155837059021
Epoch: 1053
Loss on hold-out set: 0.009480135065035332
MeanAbsoluteError value on hold-out data: 0.07458943873643875
Epoch: 1054
Loss on hold-out set: 0.011629421279249073
MeanAbsoluteError value on hold-out data: 0.08097034692764282
Epoch: 1055
Loss on hold-out set: 0.011074633924448183
MeanAbsoluteError value on hold-out data: 0.08038745820522308
Epoch: 1056
Loss on hold-out set: 0.01175156400364358
MeanAbsoluteError value on hold-out data: 0.08059488236904144
Epoch: 1057
Loss on hold-out set: 0.011445319215611866
MeanAbsoluteError value on hold-out data: 0.0810266062617302
Epoch: 1058
Loss on hold-out set: 0.011265419484698214
MeanAbsoluteError value on hold-out data: 0.08033797889947891
Epoch: 1059
Loss on hold-out set: 0.011125652432716985
MeanAbsoluteError value on hold-out data: 0.07936085015535355
Epoch: 1060
Loss on hold-out set: 0.012304499408928677
MeanAbsoluteError value on hold-out data: 0.08211168646812439
Epoch: 1061
Loss on hold-out set: 0.010356086974279605
MeanAbsoluteError value on hold-out data: 0.07820484042167664
Epoch: 1062
Loss on hold-out set: 0.011373927416758913
MeanAbsoluteError value on hold-out data: 0.08160083740949631
Epoch: 1063
Loss on hold-out set: 0.011316770808186145
MeanAbsoluteError value on hold-out data: 0.08085773140192032
Epoch: 1064
Loss on hold-out set: 0.011142392337366497
MeanAbsoluteError value on hold-out data: 0.0790587067604065
Epoch: 1065
Loss on hold-out set: 0.010964802610603026
MeanAbsoluteError value on hold-out data: 0.07892158627510071
Epoch: 1066
Loss on hold-out set: 0.010658602506003565
MeanAbsoluteError value on hold-out data: 0.07735893130302429
Epoch: 1067
Loss on hold-out set: 0.01187406142038526
MeanAbsoluteError value on hold-out data: 0.08277920633554459
Epoch: 1068
Loss on hold-out set: 0.010976531988732555
MeanAbsoluteError value on hold-out data: 0.07930253446102142
Epoch: 1069
Loss on hold-out set: 0.010323421141919956
MeanAbsoluteError value on hold-out data: 0.07776015996932983
Epoch: 1070
Loss on hold-out set: 0.01169455010657354
MeanAbsoluteError value on hold-out data: 0.08068234473466873
Epoch: 1071
Loss on hold-out set: 0.011039815004708848
MeanAbsoluteError value on hold-out data: 0.0795498639345169
Epoch: 1072
Loss on hold-out set: 0.009554706502773722
MeanAbsoluteError value on hold-out data: 0.07461189478635788
Epoch: 1073
Loss on hold-out set: 0.012326155694463523
MeanAbsoluteError value on hold-out data: 0.08334033936262131
Epoch: 1074
Loss on hold-out set: 0.011948894066887684
MeanAbsoluteError value on hold-out data: 0.07921867072582245
Epoch: 1075
Loss on hold-out set: 0.010585778309080827
MeanAbsoluteError value on hold-out data: 0.07967445254325867
Epoch: 1076
Loss on hold-out set: 0.010922179851562153
MeanAbsoluteError value on hold-out data: 0.07750748842954636
Epoch: 1077
Loss on hold-out set: 0.011184357573753611
MeanAbsoluteError value on hold-out data: 0.0807761624455452
Epoch: 1078
Loss on hold-out set: 0.01205519162164516
MeanAbsoluteError value on hold-out data: 0.0833929032087326
Epoch: 1079
Loss on hold-out set: 0.012402342782976727
MeanAbsoluteError value on hold-out data: 0.07994331419467926
Epoch: 1080
Loss on hold-out set: 0.010534897486792639
MeanAbsoluteError value on hold-out data: 0.07854294776916504
Epoch: 1081
Loss on hold-out set: 0.011146893044796494
MeanAbsoluteError value on hold-out data: 0.07793638110160828
Epoch: 1082
Loss on hold-out set: 0.011352513399057594
MeanAbsoluteError value on hold-out data: 0.07972659915685654
Epoch: 1083
Loss on hold-out set: 0.010318474681650211
MeanAbsoluteError value on hold-out data: 0.07518357038497925
Epoch: 1084
Loss on hold-out set: 0.010090256216014191
MeanAbsoluteError value on hold-out data: 0.07555919885635376
Epoch: 1085
Loss on hold-out set: 0.008720515290648715
MeanAbsoluteError value on hold-out data: 0.07087097316980362
Epoch: 1086
Loss on hold-out set: 0.009817830553123106
MeanAbsoluteError value on hold-out data: 0.07618533074855804
Epoch: 1087
Loss on hold-out set: 0.01116665576937218
MeanAbsoluteError value on hold-out data: 0.07933641225099564
Epoch: 1088
Loss on hold-out set: 0.010799755512562115
MeanAbsoluteError value on hold-out data: 0.07907648384571075
Epoch: 1089
Loss on hold-out set: 0.012279613033945983
MeanAbsoluteError value on hold-out data: 0.08221712708473206
Epoch: 1090
Loss on hold-out set: 0.010062027448050988
MeanAbsoluteError value on hold-out data: 0.073211170732975
Epoch: 1091
Loss on hold-out set: 0.011663004764219902
MeanAbsoluteError value on hold-out data: 0.08058968931436539
Epoch: 1092
Loss on hold-out set: 0.009808135756635845
MeanAbsoluteError value on hold-out data: 0.07746755331754684
Epoch: 1093
Loss on hold-out set: 0.01056352333558607
MeanAbsoluteError value on hold-out data: 0.07769100368022919
Epoch: 1094
Loss on hold-out set: 0.010609871993383422
MeanAbsoluteError value on hold-out data: 0.07785314321517944
Epoch: 1095
Loss on hold-out set: 0.010610378310217735
MeanAbsoluteError value on hold-out data: 0.07910299301147461
Epoch: 1096
Loss on hold-out set: 0.011101892416263581
MeanAbsoluteError value on hold-out data: 0.0793587788939476
Epoch: 1097
Loss on hold-out set: 0.010764846663514618
MeanAbsoluteError value on hold-out data: 0.07741875946521759
Epoch: 1098
Loss on hold-out set: 0.010844502579008502
MeanAbsoluteError value on hold-out data: 0.07591338455677032
Epoch: 1099
Loss on hold-out set: 0.010352894679526799
MeanAbsoluteError value on hold-out data: 0.07649736106395721
Epoch: 1100
Loss on hold-out set: 0.009892036450255546
MeanAbsoluteError value on hold-out data: 0.07703468948602676
Epoch: 1101
Loss on hold-out set: 0.010155290324279727
MeanAbsoluteError value on hold-out data: 0.07604963332414627
Epoch: 1102
Loss on hold-out set: 0.009864641535932606
MeanAbsoluteError value on hold-out data: 0.07585082203149796
Epoch: 1103
Loss on hold-out set: 0.010591401247390119
MeanAbsoluteError value on hold-out data: 0.07764551788568497
Epoch: 1104
Loss on hold-out set: 0.010528248678238015
MeanAbsoluteError value on hold-out data: 0.07872625440359116
Epoch: 1105
Loss on hold-out set: 0.01196237388740883
MeanAbsoluteError value on hold-out data: 0.08178295195102692
Epoch: 1106
Loss on hold-out set: 0.010602503808477194
MeanAbsoluteError value on hold-out data: 0.07917289435863495
Epoch: 1107
Loss on hold-out set: 0.009550656020534613
MeanAbsoluteError value on hold-out data: 0.07558188587427139
Epoch: 1108
Loss on hold-out set: 0.010986617421998138
MeanAbsoluteError value on hold-out data: 0.08124992996454239
Epoch: 1109
Loss on hold-out set: 0.009178778882148133
MeanAbsoluteError value on hold-out data: 0.0712299644947052
Epoch: 1110
Loss on hold-out set: 0.011247408469086319
MeanAbsoluteError value on hold-out data: 0.0825139731168747
Epoch: 1111
Loss on hold-out set: 0.011168966016751559
MeanAbsoluteError value on hold-out data: 0.07752051949501038
Epoch: 1112
Loss on hold-out set: 0.009551998725073644
MeanAbsoluteError value on hold-out data: 0.07380915433168411
Epoch: 1113
Loss on hold-out set: 0.010493110583726472
MeanAbsoluteError value on hold-out data: 0.07828399538993835
Epoch: 1114
Loss on hold-out set: 0.010693754233652725
MeanAbsoluteError value on hold-out data: 0.07852154970169067
Epoch: 1115
Loss on hold-out set: 0.010072994978112083
MeanAbsoluteError value on hold-out data: 0.07451075315475464
Epoch: 1116
Loss on hold-out set: 0.009164057735179086
MeanAbsoluteError value on hold-out data: 0.07353068143129349
Epoch: 1117
Loss on hold-out set: 0.011920253984862938
MeanAbsoluteError value on hold-out data: 0.08280850946903229
Epoch: 1118
Loss on hold-out set: 0.010489311205844084
MeanAbsoluteError value on hold-out data: 0.07581756263971329
Epoch: 1119
Loss on hold-out set: 0.010739452761226858
MeanAbsoluteError value on hold-out data: 0.07618404924869537
Epoch: 1120
Loss on hold-out set: 0.011235576380907636
MeanAbsoluteError value on hold-out data: 0.08046719431877136
Epoch: 1121
Loss on hold-out set: 0.009805873661268076
MeanAbsoluteError value on hold-out data: 0.07257041335105896
Epoch: 1122
Loss on hold-out set: 0.011376461565038578
MeanAbsoluteError value on hold-out data: 0.08060646057128906
Epoch: 1123
Loss on hold-out set: 0.011064931200708087
MeanAbsoluteError value on hold-out data: 0.07834360748529434
Epoch: 1124
Loss on hold-out set: 0.011407975146357784
MeanAbsoluteError value on hold-out data: 0.07977757602930069
Epoch: 1125
Loss on hold-out set: 0.010905634041288673
MeanAbsoluteError value on hold-out data: 0.07549788057804108
Epoch: 1126
Loss on hold-out set: 0.011111521552375053
MeanAbsoluteError value on hold-out data: 0.08049538731575012
Epoch: 1127
Loss on hold-out set: 0.011666593208744113
MeanAbsoluteError value on hold-out data: 0.07954493910074234
Epoch: 1128
Loss on hold-out set: 0.010508303274133747
MeanAbsoluteError value on hold-out data: 0.07747086882591248
Epoch: 1129
Loss on hold-out set: 0.011664264704134742
MeanAbsoluteError value on hold-out data: 0.08139866590499878
Epoch: 1130
Loss on hold-out set: 0.009956577095969503
MeanAbsoluteError value on hold-out data: 0.07705595344305038
Epoch: 1131
Loss on hold-out set: 0.010316447766745113
MeanAbsoluteError value on hold-out data: 0.07461724430322647
Epoch: 1132
Loss on hold-out set: 0.011115919173619962
MeanAbsoluteError value on hold-out data: 0.07911025732755661
Epoch: 1133
Loss on hold-out set: 0.00980827206757264
MeanAbsoluteError value on hold-out data: 0.07658185809850693
Epoch: 1134
Loss on hold-out set: 0.009033499629683016
MeanAbsoluteError value on hold-out data: 0.0708347037434578
Epoch: 1135
Loss on hold-out set: 0.010019638236650887
MeanAbsoluteError value on hold-out data: 0.07307974249124527
Epoch: 1136
Loss on hold-out set: 0.009702119279051355
MeanAbsoluteError value on hold-out data: 0.07551851868629456
Epoch: 1137
Loss on hold-out set: 0.011716455130760247
MeanAbsoluteError value on hold-out data: 0.08317788690328598
Epoch: 1138
Loss on hold-out set: 0.010062508070720165
MeanAbsoluteError value on hold-out data: 0.07710792869329453
Epoch: 1139
Loss on hold-out set: 0.010259865987366841
MeanAbsoluteError value on hold-out data: 0.07867724448442459
Epoch: 1140
Loss on hold-out set: 0.009588162341873006
MeanAbsoluteError value on hold-out data: 0.07397753745317459
Epoch: 1141
Loss on hold-out set: 0.010809309670924753
MeanAbsoluteError value on hold-out data: 0.08091219514608383
Epoch: 1142
Loss on hold-out set: 0.010789901521784486
MeanAbsoluteError value on hold-out data: 0.07580079883337021
Epoch: 1143
Loss on hold-out set: 0.009864938668179092
MeanAbsoluteError value on hold-out data: 0.07639633119106293
Epoch: 1144
Loss on hold-out set: 0.009978874613783167
MeanAbsoluteError value on hold-out data: 0.07605288177728653
Epoch: 1145
Loss on hold-out set: 0.009197925856521275
MeanAbsoluteError value on hold-out data: 0.0710202157497406
Epoch: 1146
Loss on hold-out set: 0.011970514753144623
MeanAbsoluteError value on hold-out data: 0.08327939361333847
Epoch: 1147
Loss on hold-out set: 0.011787394951946528
MeanAbsoluteError value on hold-out data: 0.08179768919944763
Epoch: 1148
Loss on hold-out set: 0.01042104038555408
MeanAbsoluteError value on hold-out data: 0.07478827983140945
Epoch: 1149
Loss on hold-out set: 0.011082266463781708
MeanAbsoluteError value on hold-out data: 0.07827839255332947
Epoch: 1150
Loss on hold-out set: 0.009205589542580129
MeanAbsoluteError value on hold-out data: 0.07296566665172577
Epoch: 1151
Loss on hold-out set: 0.010792453165947033
MeanAbsoluteError value on hold-out data: 0.07547461241483688
Epoch: 1152
Loss on hold-out set: 0.009874578219363078
MeanAbsoluteError value on hold-out data: 0.07685618847608566
Epoch: 1153
Loss on hold-out set: 0.011164300680490366
MeanAbsoluteError value on hold-out data: 0.07572060823440552
Epoch: 1154
Loss on hold-out set: 0.009928710816699701
MeanAbsoluteError value on hold-out data: 0.07743541896343231
Epoch: 1155
Loss on hold-out set: 0.00978324232409553
MeanAbsoluteError value on hold-out data: 0.07412627339363098
Epoch: 1156
Loss on hold-out set: 0.01103146568122611
MeanAbsoluteError value on hold-out data: 0.07822297513484955
Epoch: 1157
Loss on hold-out set: 0.010689546415136041
MeanAbsoluteError value on hold-out data: 0.07806999236345291
Epoch: 1158
Loss on hold-out set: 0.00992304869581858
MeanAbsoluteError value on hold-out data: 0.07409439980983734
Epoch: 1159
Loss on hold-out set: 0.010210844290753206
MeanAbsoluteError value on hold-out data: 0.07448294758796692
Epoch: 1160
Loss on hold-out set: 0.008617011124418544
MeanAbsoluteError value on hold-out data: 0.06832346320152283
Epoch: 1161
Loss on hold-out set: 0.009966165232932932
MeanAbsoluteError value on hold-out data: 0.0756104588508606
Epoch: 1162
Loss on hold-out set: 0.010547595938563366
MeanAbsoluteError value on hold-out data: 0.07718448340892792
Epoch: 1163
Loss on hold-out set: 0.009760652586216263
MeanAbsoluteError value on hold-out data: 0.07802405953407288
Epoch: 1164
Loss on hold-out set: 0.00980841917541208
MeanAbsoluteError value on hold-out data: 0.07503276318311691
Epoch: 1165
Loss on hold-out set: 0.009903416782522071
MeanAbsoluteError value on hold-out data: 0.07341623306274414
Epoch: 1166
Loss on hold-out set: 0.010868402155804991
MeanAbsoluteError value on hold-out data: 0.07748683542013168
Epoch: 1167
Loss on hold-out set: 0.009086787497387073
MeanAbsoluteError value on hold-out data: 0.07365608960390091
Epoch: 1168
Loss on hold-out set: 0.009389659740275723
MeanAbsoluteError value on hold-out data: 0.07402239739894867
Epoch: 1169
Loss on hold-out set: 0.010392394456806262
MeanAbsoluteError value on hold-out data: 0.07588891685009003
Epoch: 1170
Loss on hold-out set: 0.010864116471075248
MeanAbsoluteError value on hold-out data: 0.07641135901212692
Epoch: 1171
Loss on hold-out set: 0.009610055478503151
MeanAbsoluteError value on hold-out data: 0.07457248121500015
Epoch: 1172
Loss on hold-out set: 0.01064395412885157
MeanAbsoluteError value on hold-out data: 0.07847486436367035
Epoch: 1173
Loss on hold-out set: 0.009032846957367535
MeanAbsoluteError value on hold-out data: 0.07122666388750076
Epoch: 1174
Loss on hold-out set: 0.010025544160995803
MeanAbsoluteError value on hold-out data: 0.07489658147096634
Epoch: 1175
Loss on hold-out set: 0.01015642568350207
MeanAbsoluteError value on hold-out data: 0.07331657409667969
Epoch: 1176
Loss on hold-out set: 0.010565055402075814
MeanAbsoluteError value on hold-out data: 0.07572002708911896
Epoch: 1177
Loss on hold-out set: 0.008526813247590326
MeanAbsoluteError value on hold-out data: 0.07077319920063019
Epoch: 1178
Loss on hold-out set: 0.00951898294663503
MeanAbsoluteError value on hold-out data: 0.07197756320238113
Epoch: 1179
Loss on hold-out set: 0.01113455010903029
MeanAbsoluteError value on hold-out data: 0.07898545265197754
Epoch: 1180
Loss on hold-out set: 0.010445342370755194
MeanAbsoluteError value on hold-out data: 0.07454955577850342
Epoch: 1181
Loss on hold-out set: 0.008925640529766193
MeanAbsoluteError value on hold-out data: 0.07090675830841064
Epoch: 1182
Loss on hold-out set: 0.011045956498855957
MeanAbsoluteError value on hold-out data: 0.07907126098871231
Epoch: 1183
Loss on hold-out set: 0.00976169503669856
MeanAbsoluteError value on hold-out data: 0.07405921071767807
Epoch: 1184
Loss on hold-out set: 0.01337728659505956
MeanAbsoluteError value on hold-out data: 0.08108324557542801
Epoch: 1185
Loss on hold-out set: 0.011513966408917137
MeanAbsoluteError value on hold-out data: 0.0795138031244278
Epoch: 1186
Loss on hold-out set: 0.009680142010838609
MeanAbsoluteError value on hold-out data: 0.07557909935712814
Epoch: 1187
Loss on hold-out set: 0.009873789796814284
MeanAbsoluteError value on hold-out data: 0.07284685224294662
Epoch: 1188
Loss on hold-out set: 0.01069281791547231
MeanAbsoluteError value on hold-out data: 0.0764484629034996
Epoch: 1189
Loss on hold-out set: 0.010784250501556016
MeanAbsoluteError value on hold-out data: 0.076375812292099
Epoch: 1190
Loss on hold-out set: 0.008608889116403588
MeanAbsoluteError value on hold-out data: 0.07051560282707214
Epoch: 1191
Loss on hold-out set: 0.008624490575869762
MeanAbsoluteError value on hold-out data: 0.0703321173787117
Epoch: 1192
Loss on hold-out set: 0.009470405610384963
MeanAbsoluteError value on hold-out data: 0.07516852766275406
Epoch: 1193
Loss on hold-out set: 0.009724913087681367
MeanAbsoluteError value on hold-out data: 0.07381579279899597
Epoch: 1194
Loss on hold-out set: 0.009848129149953214
MeanAbsoluteError value on hold-out data: 0.0747470110654831
Epoch: 1195
Loss on hold-out set: 0.009842047420194528
MeanAbsoluteError value on hold-out data: 0.07343988120555878
Epoch: 1196
Loss on hold-out set: 0.01044181568275235
MeanAbsoluteError value on hold-out data: 0.07748189568519592
Epoch: 1197
Loss on hold-out set: 0.009255001460235992
MeanAbsoluteError value on hold-out data: 0.07170779258012772
Epoch: 1198
Loss on hold-out set: 0.010871887324659232
MeanAbsoluteError value on hold-out data: 0.0789695605635643
Epoch: 1199
Loss on hold-out set: 0.009362881037086481
MeanAbsoluteError value on hold-out data: 0.07389530539512634
Epoch: 1200
Loss on hold-out set: 0.009944402049468408
MeanAbsoluteError value on hold-out data: 0.0750204399228096
Epoch: 1201
Loss on hold-out set: 0.0096466943512011
MeanAbsoluteError value on hold-out data: 0.07434327155351639
Epoch: 1202
Loss on hold-out set: 0.008681025706027867
MeanAbsoluteError value on hold-out data: 0.07093708962202072
Epoch: 1203
Loss on hold-out set: 0.008863552290470882
MeanAbsoluteError value on hold-out data: 0.07035094499588013
Epoch: 1204
Loss on hold-out set: 0.010183036716092223
MeanAbsoluteError value on hold-out data: 0.07757321000099182
Epoch: 1205
Loss on hold-out set: 0.009918949615685051
MeanAbsoluteError value on hold-out data: 0.07850438356399536
Epoch: 1206
Loss on hold-out set: 0.010731530847175843
MeanAbsoluteError value on hold-out data: 0.0749523714184761
Epoch: 1207
Loss on hold-out set: 0.009416613474260581
MeanAbsoluteError value on hold-out data: 0.07278218865394592
Epoch: 1208
Loss on hold-out set: 0.010316189244428339
MeanAbsoluteError value on hold-out data: 0.07509871572256088
Epoch: 1209
Loss on hold-out set: 0.009934783197774475
MeanAbsoluteError value on hold-out data: 0.0775538757443428
Epoch: 1210
Loss on hold-out set: 0.011235436440620106
MeanAbsoluteError value on hold-out data: 0.07853792607784271
Epoch: 1211
Loss on hold-out set: 0.009620708422674701
MeanAbsoluteError value on hold-out data: 0.07308001071214676
Epoch: 1212
Loss on hold-out set: 0.010815307541294412
MeanAbsoluteError value on hold-out data: 0.07512800395488739
Epoch: 1213
Loss on hold-out set: 0.010573840201541316
MeanAbsoluteError value on hold-out data: 0.07659805566072464
Epoch: 1214
Loss on hold-out set: 0.010301340356218134
MeanAbsoluteError value on hold-out data: 0.07481371611356735
Epoch: 1215
Loss on hold-out set: 0.009887785429831032
MeanAbsoluteError value on hold-out data: 0.0759534165263176
Epoch: 1216
Loss on hold-out set: 0.009236808316612345
MeanAbsoluteError value on hold-out data: 0.07343143224716187
Epoch: 1217
Loss on hold-out set: 0.010268728163194586
MeanAbsoluteError value on hold-out data: 0.0738486498594284
Epoch: 1218
Loss on hold-out set: 0.009665299426512017
MeanAbsoluteError value on hold-out data: 0.0768936276435852
Epoch: 1219
Loss on hold-out set: 0.008865673524414888
MeanAbsoluteError value on hold-out data: 0.07167103886604309
Epoch: 1220
Loss on hold-out set: 0.009380411053210386
MeanAbsoluteError value on hold-out data: 0.07154127210378647
Epoch: 1221
Loss on hold-out set: 0.008613999078882746
MeanAbsoluteError value on hold-out data: 0.06977847218513489
Epoch: 1222
Loss on hold-out set: 0.009083253195021825
MeanAbsoluteError value on hold-out data: 0.07125663012266159
Epoch: 1223
Loss on hold-out set: 0.010180079436807621
MeanAbsoluteError value on hold-out data: 0.07682900875806808
Epoch: 1224
Loss on hold-out set: 0.00847247339731742
MeanAbsoluteError value on hold-out data: 0.06954565644264221
Epoch: 1225
Loss on hold-out set: 0.009761531732122724
MeanAbsoluteError value on hold-out data: 0.07493894547224045
Epoch: 1226
Loss on hold-out set: 0.009618223172049814
MeanAbsoluteError value on hold-out data: 0.07346703112125397
Epoch: 1227
Loss on hold-out set: 0.00974145827104318
MeanAbsoluteError value on hold-out data: 0.07226309180259705
Epoch: 1228
Loss on hold-out set: 0.01128702860471094
MeanAbsoluteError value on hold-out data: 0.07718414068222046
Epoch: 1229
Loss on hold-out set: 0.009573483008692468
MeanAbsoluteError value on hold-out data: 0.07313946634531021
Epoch: 1230
Loss on hold-out set: 0.009528675383523174
MeanAbsoluteError value on hold-out data: 0.0741928368806839
Epoch: 1231
Loss on hold-out set: 0.008187469551855125
MeanAbsoluteError value on hold-out data: 0.06984994560480118
Epoch: 1232
Loss on hold-out set: 0.010331719527554621
MeanAbsoluteError value on hold-out data: 0.07449610531330109
Epoch: 1233
Loss on hold-out set: 0.01097282476734108
MeanAbsoluteError value on hold-out data: 0.07710844278335571
Epoch: 1234
Loss on hold-out set: 0.009102916548824093
MeanAbsoluteError value on hold-out data: 0.06959592550992966
Epoch: 1235
Loss on hold-out set: 0.009926934816988553
MeanAbsoluteError value on hold-out data: 0.07777942717075348
Epoch: 1236
Loss on hold-out set: 0.008748993183897559
MeanAbsoluteError value on hold-out data: 0.07106422632932663
Epoch: 1237
Loss on hold-out set: 0.008708251630406873
MeanAbsoluteError value on hold-out data: 0.07231229543685913
Epoch: 1238
Loss on hold-out set: 0.009914648125474438
MeanAbsoluteError value on hold-out data: 0.07416991889476776
Epoch: 1239
Loss on hold-out set: 0.009079311461349182
MeanAbsoluteError value on hold-out data: 0.07159373909235
Epoch: 1240
Loss on hold-out set: 0.010409965401340742
MeanAbsoluteError value on hold-out data: 0.0781623050570488
Epoch: 1241
Loss on hold-out set: 0.009505297003391509
MeanAbsoluteError value on hold-out data: 0.07454826682806015
Epoch: 1242
Loss on hold-out set: 0.009650775565654234
MeanAbsoluteError value on hold-out data: 0.07508108019828796
Epoch: 1243
Loss on hold-out set: 0.00864963076973557
MeanAbsoluteError value on hold-out data: 0.07150153815746307
Epoch: 1244
Loss on hold-out set: 0.010220253165352916
MeanAbsoluteError value on hold-out data: 0.0762438103556633
Epoch: 1245
Loss on hold-out set: 0.0106445065057657
MeanAbsoluteError value on hold-out data: 0.07601626962423325
Epoch: 1246
Loss on hold-out set: 0.010312065203882715
MeanAbsoluteError value on hold-out data: 0.07650928199291229
Epoch: 1247
Loss on hold-out set: 0.009999922379186803
MeanAbsoluteError value on hold-out data: 0.07384701818227768
Epoch: 1248
Loss on hold-out set: 0.01052764820614243
MeanAbsoluteError value on hold-out data: 0.07589897513389587
Epoch: 1249
Loss on hold-out set: 0.011077881394933986
MeanAbsoluteError value on hold-out data: 0.07789060473442078
Epoch: 1250
Loss on hold-out set: 0.009319994672381048
MeanAbsoluteError value on hold-out data: 0.07263121008872986
Epoch: 1251
Loss on hold-out set: 0.011205968804376121
MeanAbsoluteError value on hold-out data: 0.07734622806310654
Epoch: 1252
Loss on hold-out set: 0.01004387895950155
MeanAbsoluteError value on hold-out data: 0.07435302436351776
Epoch: 1253
Loss on hold-out set: 0.010094597179219515
MeanAbsoluteError value on hold-out data: 0.07479918003082275
Epoch: 1254
Loss on hold-out set: 0.010267048236825454
MeanAbsoluteError value on hold-out data: 0.07361733168363571
Epoch: 1255
Loss on hold-out set: 0.008200715469041218
MeanAbsoluteError value on hold-out data: 0.06961352378129959
Epoch: 1256
Loss on hold-out set: 0.009756962633036891
MeanAbsoluteError value on hold-out data: 0.07228395342826843
Epoch: 1257
Loss on hold-out set: 0.01029682581652499
MeanAbsoluteError value on hold-out data: 0.07769767194986343
Epoch: 1258
Loss on hold-out set: 0.009177940623291457
MeanAbsoluteError value on hold-out data: 0.07221803814172745
Epoch: 1259
Loss on hold-out set: 0.010566054396016019
MeanAbsoluteError value on hold-out data: 0.07580620795488358
Epoch: 1260
Loss on hold-out set: 0.008868995896191336
MeanAbsoluteError value on hold-out data: 0.0705057829618454
Epoch: 1261
Loss on hold-out set: 0.009905849723339391
MeanAbsoluteError value on hold-out data: 0.07243001461029053
Epoch: 1262
Loss on hold-out set: 0.009258324841600067
MeanAbsoluteError value on hold-out data: 0.07165404409170151
Epoch: 1263
Loss on hold-out set: 0.008776383995524762
MeanAbsoluteError value on hold-out data: 0.07050102204084396
Epoch: 1264
Loss on hold-out set: 0.00932779539577041
MeanAbsoluteError value on hold-out data: 0.07099132239818573
Epoch: 1265
Loss on hold-out set: 0.008823824030192403
MeanAbsoluteError value on hold-out data: 0.06846490502357483
Epoch: 1266
Loss on hold-out set: 0.009957876442203997
MeanAbsoluteError value on hold-out data: 0.07367025315761566
Epoch: 1267
Loss on hold-out set: 0.011285609973347164
MeanAbsoluteError value on hold-out data: 0.07710571587085724
Epoch: 1268
Loss on hold-out set: 0.010097185261790098
MeanAbsoluteError value on hold-out data: 0.0746883898973465
Epoch: 1269
Loss on hold-out set: 0.009064435879699885
MeanAbsoluteError value on hold-out data: 0.07213099300861359
Epoch: 1270
Loss on hold-out set: 0.007706504804905308
MeanAbsoluteError value on hold-out data: 0.06599883735179901
Epoch: 1271
Loss on hold-out set: 0.00979329240139729
MeanAbsoluteError value on hold-out data: 0.07239748537540436
Epoch: 1272
Loss on hold-out set: 0.007762493063492002
MeanAbsoluteError value on hold-out data: 0.06584576517343521
Epoch: 1273
Loss on hold-out set: 0.009343639302326968
MeanAbsoluteError value on hold-out data: 0.07240696251392365
Epoch: 1274
Loss on hold-out set: 0.009804226011504701
MeanAbsoluteError value on hold-out data: 0.07214590907096863
Epoch: 1275
Loss on hold-out set: 0.008906241721645832
MeanAbsoluteError value on hold-out data: 0.07079031318426132
Epoch: 1276
Loss on hold-out set: 0.01009361980429579
MeanAbsoluteError value on hold-out data: 0.07468830049037933
Epoch: 1277
Loss on hold-out set: 0.008371786987063388
MeanAbsoluteError value on hold-out data: 0.06776993721723557
Epoch: 1278
Loss on hold-out set: 0.009315806711668605
MeanAbsoluteError value on hold-out data: 0.06975331902503967
Epoch: 1279
Loss on hold-out set: 0.009511383055481323
MeanAbsoluteError value on hold-out data: 0.07393892109394073
Epoch: 1280
Loss on hold-out set: 0.009243253996465152
MeanAbsoluteError value on hold-out data: 0.0694546028971672
Epoch: 1281
Loss on hold-out set: 0.008871670570697461
MeanAbsoluteError value on hold-out data: 0.06891997158527374
Epoch: 1282
Loss on hold-out set: 0.009500423924328061
MeanAbsoluteError value on hold-out data: 0.06869343668222427
Epoch: 1283
Loss on hold-out set: 0.009419370556048913
MeanAbsoluteError value on hold-out data: 0.0728108286857605
Epoch: 1284
Loss on hold-out set: 0.007943775159128563
MeanAbsoluteError value on hold-out data: 0.07043067365884781
Epoch: 1285
Loss on hold-out set: 0.008560124380892375
MeanAbsoluteError value on hold-out data: 0.06800045073032379
Epoch: 1286
Loss on hold-out set: 0.00867383573439535
MeanAbsoluteError value on hold-out data: 0.06870114803314209
Epoch: 1287
Loss on hold-out set: 0.008870172866494008
MeanAbsoluteError value on hold-out data: 0.0697048008441925
Epoch: 1288
Loss on hold-out set: 0.008891596763884688
MeanAbsoluteError value on hold-out data: 0.06824099272489548
Epoch: 1289
Loss on hold-out set: 0.011327581934050007
MeanAbsoluteError value on hold-out data: 0.07928024977445602
Epoch: 1290
Loss on hold-out set: 0.009108519744258955
MeanAbsoluteError value on hold-out data: 0.07189007848501205
Epoch: 1291
Loss on hold-out set: 0.011573886290710409
MeanAbsoluteError value on hold-out data: 0.07888390123844147
Epoch: 1292
Loss on hold-out set: 0.010084362659957454
MeanAbsoluteError value on hold-out data: 0.07414016872644424
Epoch: 1293
Loss on hold-out set: 0.011144912779273
MeanAbsoluteError value on hold-out data: 0.07538493722677231
Epoch: 1294
Loss on hold-out set: 0.009649320343111565
MeanAbsoluteError value on hold-out data: 0.07509277015924454
Epoch: 1295
Loss on hold-out set: 0.009254787233073027
MeanAbsoluteError value on hold-out data: 0.07270828634500504
Epoch: 1296
Loss on hold-out set: 0.00857160654083297
MeanAbsoluteError value on hold-out data: 0.06879598647356033
Epoch: 1297
Loss on hold-out set: 0.010091472618854217
MeanAbsoluteError value on hold-out data: 0.07363223284482956
Epoch: 1298
Loss on hold-out set: 0.007890273233397239
MeanAbsoluteError value on hold-out data: 0.06700461357831955
Epoch: 1299
Loss on hold-out set: 0.00851588054424307
MeanAbsoluteError value on hold-out data: 0.06864023953676224
Epoch: 1300
Loss on hold-out set: 0.007513448711057815
MeanAbsoluteError value on hold-out data: 0.06522846221923828
Epoch: 1301
Loss on hold-out set: 0.00929115250698942
MeanAbsoluteError value on hold-out data: 0.07006993144750595
Epoch: 1302
Loss on hold-out set: 0.00953264667133529
MeanAbsoluteError value on hold-out data: 0.07677368074655533
Epoch: 1303
Loss on hold-out set: 0.008873826979506703
MeanAbsoluteError value on hold-out data: 0.06865523755550385
Epoch: 1304
Loss on hold-out set: 0.009404550620068524
MeanAbsoluteError value on hold-out data: 0.07266698032617569
Epoch: 1305
Loss on hold-out set: 0.008275754831023127
MeanAbsoluteError value on hold-out data: 0.06821582466363907
Epoch: 1306
Loss on hold-out set: 0.008212353268427251
MeanAbsoluteError value on hold-out data: 0.0681450143456459
Epoch: 1307
Loss on hold-out set: 0.00917263112370468
MeanAbsoluteError value on hold-out data: 0.07287581264972687
Epoch: 1308
Loss on hold-out set: 0.007811545806083208
MeanAbsoluteError value on hold-out data: 0.06725452095270157
Epoch: 1309
Loss on hold-out set: 0.008679410711217013
MeanAbsoluteError value on hold-out data: 0.0670807808637619
Epoch: 1310
Loss on hold-out set: 0.008377564634617253
MeanAbsoluteError value on hold-out data: 0.06582704186439514
Epoch: 1311
Loss on hold-out set: 0.008296130284143145
MeanAbsoluteError value on hold-out data: 0.06792043894529343
Epoch: 1312
Loss on hold-out set: 0.00969825393483082
MeanAbsoluteError value on hold-out data: 0.07329642027616501
Epoch: 1313
Loss on hold-out set: 0.008464377009513555
MeanAbsoluteError value on hold-out data: 0.06947339326143265
Epoch: 1314
Loss on hold-out set: 0.008666741554261535
MeanAbsoluteError value on hold-out data: 0.07044240087270737
Epoch: 1315
Loss on hold-out set: 0.009114725094817307
MeanAbsoluteError value on hold-out data: 0.06919863075017929
Epoch: 1316
Loss on hold-out set: 0.008699984506984037
MeanAbsoluteError value on hold-out data: 0.06766612082719803
Epoch: 1317
Loss on hold-out set: 0.00982555572369165
MeanAbsoluteError value on hold-out data: 0.07124397158622742
Epoch: 1318
Loss on hold-out set: 0.008041819247519016
MeanAbsoluteError value on hold-out data: 0.06704011559486389
Epoch: 1319
Loss on hold-out set: 0.008952617370183968
MeanAbsoluteError value on hold-out data: 0.07084538042545319
Epoch: 1320
Loss on hold-out set: 0.00838935407518875
MeanAbsoluteError value on hold-out data: 0.06766337156295776
Epoch: 1321
Loss on hold-out set: 0.009447308495873585
MeanAbsoluteError value on hold-out data: 0.07321073859930038
Epoch: 1322
Loss on hold-out set: 0.00901403395095258
MeanAbsoluteError value on hold-out data: 0.06946541368961334
Epoch: 1323
Loss on hold-out set: 0.010077993242575758
MeanAbsoluteError value on hold-out data: 0.07190975546836853
Epoch: 1324
Loss on hold-out set: 0.009603583547941526
MeanAbsoluteError value on hold-out data: 0.07186147570610046
Epoch: 1325
Loss on hold-out set: 0.008655091496718038
MeanAbsoluteError value on hold-out data: 0.06818936765193939
Epoch: 1326
Loss on hold-out set: 0.009007329585911066
MeanAbsoluteError value on hold-out data: 0.06876441836357117
Epoch: 1327
Loss on hold-out set: 0.008335982288214533
MeanAbsoluteError value on hold-out data: 0.0692867562174797
Epoch: 1328
Loss on hold-out set: 0.008544480309013428
MeanAbsoluteError value on hold-out data: 0.06852108985185623
Epoch: 1329
Loss on hold-out set: 0.00996910456463714
MeanAbsoluteError value on hold-out data: 0.07299362123012543
Epoch: 1330
Loss on hold-out set: 0.00886421191622503
MeanAbsoluteError value on hold-out data: 0.07128669321537018
Epoch: 1331
Loss on hold-out set: 0.008468888178231281
MeanAbsoluteError value on hold-out data: 0.06926949322223663
Epoch: 1332
Loss on hold-out set: 0.008938952750128615
MeanAbsoluteError value on hold-out data: 0.06884347647428513
Epoch: 1333
Loss on hold-out set: 0.007416638404223097
MeanAbsoluteError value on hold-out data: 0.06389578431844711
Epoch: 1334
Loss on hold-out set: 0.008125958028734507
MeanAbsoluteError value on hold-out data: 0.06775694340467453
Epoch: 1335
Loss on hold-out set: 0.008645129631507492
MeanAbsoluteError value on hold-out data: 0.06822099536657333
Epoch: 1336
Loss on hold-out set: 0.007967426631463846
MeanAbsoluteError value on hold-out data: 0.06866451352834702
Epoch: 1337
Loss on hold-out set: 0.0073244993001571855
MeanAbsoluteError value on hold-out data: 0.06504873186349869
Epoch: 1338
Loss on hold-out set: 0.008505571644106263
MeanAbsoluteError value on hold-out data: 0.06637474149465561
Epoch: 1339
Loss on hold-out set: 0.00832885250162993
MeanAbsoluteError value on hold-out data: 0.06817928701639175
Epoch: 1340
Loss on hold-out set: 0.007402197154927232
MeanAbsoluteError value on hold-out data: 0.0657765343785286
Epoch: 1341
Loss on hold-out set: 0.00847902295113272
MeanAbsoluteError value on hold-out data: 0.06779403984546661
Epoch: 1342
Loss on hold-out set: 0.008961066511346871
MeanAbsoluteError value on hold-out data: 0.07001756876707077
Epoch: 1343
Loss on hold-out set: 0.008681933481251083
MeanAbsoluteError value on hold-out data: 0.06820443272590637
Epoch: 1344
Loss on hold-out set: 0.009062454527932763
MeanAbsoluteError value on hold-out data: 0.06946336477994919
Epoch: 1345
Loss on hold-out set: 0.009995903767205997
MeanAbsoluteError value on hold-out data: 0.0724080502986908
Epoch: 1346
Loss on hold-out set: 0.00821850557555687
MeanAbsoluteError value on hold-out data: 0.0706782117486
Epoch: 1347
Loss on hold-out set: 0.00891022540362125
MeanAbsoluteError value on hold-out data: 0.06937713176012039
Epoch: 1348
Loss on hold-out set: 0.008426129765430232
MeanAbsoluteError value on hold-out data: 0.07070396095514297
Epoch: 1349
Loss on hold-out set: 0.008558456452641016
MeanAbsoluteError value on hold-out data: 0.06957194209098816
Epoch: 1350
Loss on hold-out set: 0.008750712460071858
MeanAbsoluteError value on hold-out data: 0.07105156034231186
Epoch: 1351
Loss on hold-out set: 0.009335836364261923
MeanAbsoluteError value on hold-out data: 0.07182219624519348
Epoch: 1352
Loss on hold-out set: 0.008254516868813273
MeanAbsoluteError value on hold-out data: 0.06860897690057755
Epoch: 1353
Loss on hold-out set: 0.008597180191427469
MeanAbsoluteError value on hold-out data: 0.06800556182861328
Epoch: 1354
Loss on hold-out set: 0.00999752383979891
MeanAbsoluteError value on hold-out data: 0.07325108349323273
Epoch: 1355
Loss on hold-out set: 0.010533745556725383
MeanAbsoluteError value on hold-out data: 0.07037340104579926
Epoch: 1356
Loss on hold-out set: 0.007893082792797941
MeanAbsoluteError value on hold-out data: 0.06410001963376999
Epoch: 1357
Loss on hold-out set: 0.008149684254640306
MeanAbsoluteError value on hold-out data: 0.06680531799793243
Epoch: 1358
Loss on hold-out set: 0.009253642216693454
MeanAbsoluteError value on hold-out data: 0.07133980840444565
Epoch: 1359
Loss on hold-out set: 0.007539253663744603
MeanAbsoluteError value on hold-out data: 0.06615549325942993
Epoch: 1360
Loss on hold-out set: 0.007654558332190694
MeanAbsoluteError value on hold-out data: 0.0665128231048584
Epoch: 1361
Loss on hold-out set: 0.008956121001877667
MeanAbsoluteError value on hold-out data: 0.06875985115766525
Epoch: 1362
Loss on hold-out set: 0.00902976868688711
MeanAbsoluteError value on hold-out data: 0.06957650184631348
Epoch: 1363
Loss on hold-out set: 0.009951771495392071
MeanAbsoluteError value on hold-out data: 0.07441072165966034
Epoch: 1364
Loss on hold-out set: 0.009176772467520399
MeanAbsoluteError value on hold-out data: 0.07325298339128494
Epoch: 1365
Loss on hold-out set: 0.007685156865354656
MeanAbsoluteError value on hold-out data: 0.06462661176919937
Epoch: 1366
Loss on hold-out set: 0.00970285557343838
MeanAbsoluteError value on hold-out data: 0.07307940721511841
Epoch: 1367
Loss on hold-out set: 0.009575623698741159
MeanAbsoluteError value on hold-out data: 0.07064645737409592
Epoch: 1368
Loss on hold-out set: 0.009048149892817796
MeanAbsoluteError value on hold-out data: 0.07044456154108047
Epoch: 1369
Loss on hold-out set: 0.009015655193725252
MeanAbsoluteError value on hold-out data: 0.07130830734968185
Epoch: 1370
Loss on hold-out set: 0.009537337413542749
MeanAbsoluteError value on hold-out data: 0.07329843193292618
Epoch: 1371
Loss on hold-out set: 0.009738440779813876
MeanAbsoluteError value on hold-out data: 0.07318288832902908
Epoch: 1372
Loss on hold-out set: 0.007984980396383132
MeanAbsoluteError value on hold-out data: 0.06702760607004166
Epoch: 1373
Loss on hold-out set: 0.007430530216818928
MeanAbsoluteError value on hold-out data: 0.06479550898075104
Epoch: 1374
Loss on hold-out set: 0.00820825323860845
MeanAbsoluteError value on hold-out data: 0.06912950426340103
Epoch: 1375
Loss on hold-out set: 0.007863806154976677
MeanAbsoluteError value on hold-out data: 0.06821613013744354
Epoch: 1376
Loss on hold-out set: 0.008752354532528745
MeanAbsoluteError value on hold-out data: 0.06736790388822556
Epoch: 1377
Loss on hold-out set: 0.008029005354789358
MeanAbsoluteError value on hold-out data: 0.06725515425205231
Epoch: 1378
Loss on hold-out set: 0.007616954791131623
MeanAbsoluteError value on hold-out data: 0.06646685302257538
Epoch: 1379
Loss on hold-out set: 0.008509024411746396
MeanAbsoluteError value on hold-out data: 0.06772888451814651
Epoch: 1380
Loss on hold-out set: 0.00852640048173877
MeanAbsoluteError value on hold-out data: 0.07047662138938904
Epoch: 1381
Loss on hold-out set: 0.009370582705208411
MeanAbsoluteError value on hold-out data: 0.06828952580690384
Epoch: 1382
Loss on hold-out set: 0.00956542018839779
MeanAbsoluteError value on hold-out data: 0.07065332680940628
Epoch: 1383
Loss on hold-out set: 0.00818400824352769
MeanAbsoluteError value on hold-out data: 0.06736026704311371
Epoch: 1384
Loss on hold-out set: 0.009683357036968421
MeanAbsoluteError value on hold-out data: 0.07515538483858109
Epoch: 1385
Loss on hold-out set: 0.008517266247387549
MeanAbsoluteError value on hold-out data: 0.07008814066648483
Epoch: 1386
Loss on hold-out set: 0.008259215544215598
MeanAbsoluteError value on hold-out data: 0.06783934682607651
Epoch: 1387
Loss on hold-out set: 0.00960511053679511
MeanAbsoluteError value on hold-out data: 0.0701027438044548
Epoch: 1388
Loss on hold-out set: 0.007905875909236783
MeanAbsoluteError value on hold-out data: 0.06725902855396271
Epoch: 1389
Loss on hold-out set: 0.008412839086013264
MeanAbsoluteError value on hold-out data: 0.06879757344722748
Epoch: 1390
Loss on hold-out set: 0.009052715880122075
MeanAbsoluteError value on hold-out data: 0.06822977215051651
Epoch: 1391
Loss on hold-out set: 0.008618293413092034
MeanAbsoluteError value on hold-out data: 0.0713181272149086
Epoch: 1392
Loss on hold-out set: 0.007851115568155365
MeanAbsoluteError value on hold-out data: 0.06607179343700409
Epoch: 1393
Loss on hold-out set: 0.008525143818445335
MeanAbsoluteError value on hold-out data: 0.06750184297561646
Epoch: 1394
Loss on hold-out set: 0.009242604131098536
MeanAbsoluteError value on hold-out data: 0.06994089484214783
Epoch: 1395
Loss on hold-out set: 0.009000544960144907
MeanAbsoluteError value on hold-out data: 0.07195542752742767
Epoch: 1396
Loss on hold-out set: 0.009487533080634119
MeanAbsoluteError value on hold-out data: 0.07449502497911453
Epoch: 1397
Loss on hold-out set: 0.008457255929679377
MeanAbsoluteError value on hold-out data: 0.06810448318719864
Epoch: 1398
Loss on hold-out set: 0.008040641630456473
MeanAbsoluteError value on hold-out data: 0.06751500070095062
Epoch: 1399
Loss on hold-out set: 0.008541258882323745
MeanAbsoluteError value on hold-out data: 0.06859598308801651
Epoch: 1400
Loss on hold-out set: 0.008140920647614014
MeanAbsoluteError value on hold-out data: 0.06685822457075119
Epoch: 1401
Loss on hold-out set: 0.008166128581635046
MeanAbsoluteError value on hold-out data: 0.06658075749874115
Epoch: 1402
Loss on hold-out set: 0.007817116841803605
MeanAbsoluteError value on hold-out data: 0.06671737879514694
Epoch: 1403
Loss on hold-out set: 0.0075778849479199075
MeanAbsoluteError value on hold-out data: 0.0677567645907402
Epoch: 1404
Loss on hold-out set: 0.007980313218795346
MeanAbsoluteError value on hold-out data: 0.06654967367649078
Epoch: 1405
Loss on hold-out set: 0.007715228837793499
MeanAbsoluteError value on hold-out data: 0.06671485304832458
Epoch: 1406
Loss on hold-out set: 0.009017118971702681
MeanAbsoluteError value on hold-out data: 0.07024146616458893
Epoch: 1407
Loss on hold-out set: 0.0071463898565464964
MeanAbsoluteError value on hold-out data: 0.06247211620211601
Epoch: 1408
Loss on hold-out set: 0.009646705643335736
MeanAbsoluteError value on hold-out data: 0.07045350223779678
Epoch: 1409
Loss on hold-out set: 0.010535558239547148
MeanAbsoluteError value on hold-out data: 0.07440764456987381
Epoch: 1410
Loss on hold-out set: 0.008118769816380033
MeanAbsoluteError value on hold-out data: 0.06658796966075897
Epoch: 1411
Loss on hold-out set: 0.008628417793297559
MeanAbsoluteError value on hold-out data: 0.07044537365436554
Epoch: 1412
Loss on hold-out set: 0.009451046579100269
MeanAbsoluteError value on hold-out data: 0.07109353691339493
Epoch: 1413
Loss on hold-out set: 0.008916608072080029
MeanAbsoluteError value on hold-out data: 0.06679190695285797
Epoch: 1414
Loss on hold-out set: 0.008248534570698211
MeanAbsoluteError value on hold-out data: 0.06716112047433853
Epoch: 1415
Loss on hold-out set: 0.0088017139497083
MeanAbsoluteError value on hold-out data: 0.06793191283941269
Epoch: 1416
Loss on hold-out set: 0.008465384082264792
MeanAbsoluteError value on hold-out data: 0.06688478589057922
Epoch: 1417
Loss on hold-out set: 0.008340983752180666
MeanAbsoluteError value on hold-out data: 0.06733548641204834
Epoch: 1418
Loss on hold-out set: 0.009253183285327395
MeanAbsoluteError value on hold-out data: 0.07061023265123367
Epoch: 1419
Loss on hold-out set: 0.008084348221858212
MeanAbsoluteError value on hold-out data: 0.06693702936172485
Epoch: 1420
Loss on hold-out set: 0.009117304206556582
MeanAbsoluteError value on hold-out data: 0.07153677940368652
Epoch: 1421
Loss on hold-out set: 0.007391447520640213
MeanAbsoluteError value on hold-out data: 0.06562040001153946
Epoch: 1422
Loss on hold-out set: 0.009504575087060705
MeanAbsoluteError value on hold-out data: 0.07216917723417282
Epoch: 1423
Loss on hold-out set: 0.007884695485815125
MeanAbsoluteError value on hold-out data: 0.06722348928451538
Epoch: 1424
Loss on hold-out set: 0.007868136875968048
MeanAbsoluteError value on hold-out data: 0.06856535375118256
Epoch: 1425
Loss on hold-out set: 0.008620801238657804
MeanAbsoluteError value on hold-out data: 0.06958512216806412
Epoch: 1426
Loss on hold-out set: 0.008565604998793788
MeanAbsoluteError value on hold-out data: 0.06876656413078308
Epoch: 1427
Loss on hold-out set: 0.007726899914553845
MeanAbsoluteError value on hold-out data: 0.0665343627333641
Epoch: 1428
Loss on hold-out set: 0.008210191605294313
MeanAbsoluteError value on hold-out data: 0.06717955321073532
Epoch: 1429
Loss on hold-out set: 0.008603662564516223
MeanAbsoluteError value on hold-out data: 0.06980239599943161
Epoch: 1430
Loss on hold-out set: 0.00851299535112048
MeanAbsoluteError value on hold-out data: 0.06909336149692535
Epoch: 1431
Loss on hold-out set: 0.007882937110195295
MeanAbsoluteError value on hold-out data: 0.06805163621902466
Epoch: 1432
Loss on hold-out set: 0.007984603519131876
MeanAbsoluteError value on hold-out data: 0.06569760292768478
Epoch: 1433
Loss on hold-out set: 0.007472569754597013
MeanAbsoluteError value on hold-out data: 0.06558167934417725
Epoch: 1434
Loss on hold-out set: 0.009054400182649261
MeanAbsoluteError value on hold-out data: 0.068110890686512
Epoch: 1435
Loss on hold-out set: 0.007880407942648162
MeanAbsoluteError value on hold-out data: 0.06543958932161331
Epoch: 1436
Loss on hold-out set: 0.007219794510880699
MeanAbsoluteError value on hold-out data: 0.06328356266021729
Epoch: 1437
Loss on hold-out set: 0.008653067368431949
MeanAbsoluteError value on hold-out data: 0.06962969899177551
Epoch: 1438
Loss on hold-out set: 0.007444411529456072
MeanAbsoluteError value on hold-out data: 0.06372805684804916
Epoch: 1439
Loss on hold-out set: 0.009510025753952505
MeanAbsoluteError value on hold-out data: 0.0721120536327362
Epoch: 1440
Loss on hold-out set: 0.008577557608441566
MeanAbsoluteError value on hold-out data: 0.06574320793151855
Epoch: 1441
Loss on hold-out set: 0.008373266554117435
MeanAbsoluteError value on hold-out data: 0.06562694907188416
Epoch: 1442
Loss on hold-out set: 0.010719379219517577
MeanAbsoluteError value on hold-out data: 0.07699687033891678
Epoch: 1443
Loss on hold-out set: 0.010058045166855057
MeanAbsoluteError value on hold-out data: 0.07363031059503555
Epoch: 1444
Loss on hold-out set: 0.009090253946280123
MeanAbsoluteError value on hold-out data: 0.06663086265325546
Epoch: 1445
Loss on hold-out set: 0.00777900409011636
MeanAbsoluteError value on hold-out data: 0.06515748053789139
Epoch: 1446
Loss on hold-out set: 0.00959014823580219
MeanAbsoluteError value on hold-out data: 0.07182742655277252
Epoch: 1447
Loss on hold-out set: 0.008398129127866317
MeanAbsoluteError value on hold-out data: 0.06604385375976562
Epoch: 1448
Loss on hold-out set: 0.007600190515089101
MeanAbsoluteError value on hold-out data: 0.06436539441347122
Epoch: 1449
Loss on hold-out set: 0.008270240671481587
MeanAbsoluteError value on hold-out data: 0.06745241582393646
Epoch: 1450
Loss on hold-out set: 0.0067670862570836715
MeanAbsoluteError value on hold-out data: 0.059893663972616196
Epoch: 1451
Loss on hold-out set: 0.007126554490435713
MeanAbsoluteError value on hold-out data: 0.06268859654664993
Epoch: 1452
Loss on hold-out set: 0.008447553392713114
MeanAbsoluteError value on hold-out data: 0.07014016807079315
Epoch: 1453
Loss on hold-out set: 0.00728470439974141
MeanAbsoluteError value on hold-out data: 0.06350838392972946
Epoch: 1454
Loss on hold-out set: 0.007811242115189382
MeanAbsoluteError value on hold-out data: 0.06513842195272446
Epoch: 1455
Loss on hold-out set: 0.007659551122681781
MeanAbsoluteError value on hold-out data: 0.06284710764884949
Epoch: 1456
Loss on hold-out set: 0.00620808903992535
MeanAbsoluteError value on hold-out data: 0.05913553386926651
Epoch: 1457
Loss on hold-out set: 0.008474292893588427
MeanAbsoluteError value on hold-out data: 0.06749124825000763
Epoch: 1458
Loss on hold-out set: 0.009060124824197071
MeanAbsoluteError value on hold-out data: 0.0704997181892395
Epoch: 1459
Loss on hold-out set: 0.007445271671143321
MeanAbsoluteError value on hold-out data: 0.0635579526424408
Epoch: 1460
Loss on hold-out set: 0.008047470794578354
MeanAbsoluteError value on hold-out data: 0.06572066992521286
Epoch: 1461
Loss on hold-out set: 0.00836976006213566
MeanAbsoluteError value on hold-out data: 0.06824202090501785
Epoch: 1462
Loss on hold-out set: 0.00852836895094697
MeanAbsoluteError value on hold-out data: 0.06770461052656174
Epoch: 1463
Loss on hold-out set: 0.0082544427781977
MeanAbsoluteError value on hold-out data: 0.06694545596837997
Epoch: 1464
Loss on hold-out set: 0.009548790121633222
MeanAbsoluteError value on hold-out data: 0.06968668848276138
Epoch: 1465
Loss on hold-out set: 0.008903306577776675
MeanAbsoluteError value on hold-out data: 0.06788468360900879
Epoch: 1466
Loss on hold-out set: 0.008206118720954692
MeanAbsoluteError value on hold-out data: 0.06568922847509384
Epoch: 1467
Loss on hold-out set: 0.00809086599125294
MeanAbsoluteError value on hold-out data: 0.06676129996776581
Epoch: 1468
Loss on hold-out set: 0.007598054708869313
MeanAbsoluteError value on hold-out data: 0.06517700850963593
Epoch: 1469
Loss on hold-out set: 0.008045306421142111
MeanAbsoluteError value on hold-out data: 0.06635158509016037
Epoch: 1470
Loss on hold-out set: 0.008480941180944985
MeanAbsoluteError value on hold-out data: 0.06887155771255493
Epoch: 1471
Loss on hold-out set: 0.008140567461068712
MeanAbsoluteError value on hold-out data: 0.06729204952716827
Epoch: 1472
Loss on hold-out set: 0.00970745532137092
MeanAbsoluteError value on hold-out data: 0.07042576372623444
Epoch: 1473
Loss on hold-out set: 0.007801396639163917
MeanAbsoluteError value on hold-out data: 0.06476268172264099
Epoch: 1474
Loss on hold-out set: 0.006716818642901975
MeanAbsoluteError value on hold-out data: 0.059951554983854294
Epoch: 1475
Loss on hold-out set: 0.008889601097083262
MeanAbsoluteError value on hold-out data: 0.0683082789182663
Epoch: 1476
Loss on hold-out set: 0.010306358005861209
MeanAbsoluteError value on hold-out data: 0.07109623402357101
Epoch: 1477
Loss on hold-out set: 0.007996086099186263
MeanAbsoluteError value on hold-out data: 0.0677608996629715
Epoch: 1478
Loss on hold-out set: 0.007763024086549801
MeanAbsoluteError value on hold-out data: 0.06444299966096878
Epoch: 1479
Loss on hold-out set: 0.007501784856564579
MeanAbsoluteError value on hold-out data: 0.06408830732107162
Epoch: 1480
Loss on hold-out set: 0.008045224770515537
MeanAbsoluteError value on hold-out data: 0.06740888953208923
Epoch: 1481
Loss on hold-out set: 0.008941836423861484
MeanAbsoluteError value on hold-out data: 0.06856650114059448
Epoch: 1482
Loss on hold-out set: 0.008520073083977876
MeanAbsoluteError value on hold-out data: 0.06630634516477585
Epoch: 1483
Loss on hold-out set: 0.008116906808118074
MeanAbsoluteError value on hold-out data: 0.06571586430072784
Epoch: 1484
Loss on hold-out set: 0.00845614388405617
MeanAbsoluteError value on hold-out data: 0.06600187718868256
Epoch: 1485
Loss on hold-out set: 0.008037072627606298
MeanAbsoluteError value on hold-out data: 0.06548573821783066
Epoch: 1486
Loss on hold-out set: 0.007364796924854697
MeanAbsoluteError value on hold-out data: 0.06154303252696991
Epoch: 1487
Loss on hold-out set: 0.0072372145278617
MeanAbsoluteError value on hold-out data: 0.06513004004955292
Epoch: 1488
Loss on hold-out set: 0.009224237634680322
MeanAbsoluteError value on hold-out data: 0.07095181196928024
Epoch: 1489
Loss on hold-out set: 0.00788855085499866
MeanAbsoluteError value on hold-out data: 0.06322819739580154
Epoch: 1490
Loss on hold-out set: 0.007627737262397811
MeanAbsoluteError value on hold-out data: 0.06276288628578186
Epoch: 1491
Loss on hold-out set: 0.006844686527680703
MeanAbsoluteError value on hold-out data: 0.0606701597571373
Epoch: 1492
Loss on hold-out set: 0.008303219898928849
MeanAbsoluteError value on hold-out data: 0.06541290134191513
Epoch: 1493
Loss on hold-out set: 0.008918180742912228
MeanAbsoluteError value on hold-out data: 0.07045521587133408
Epoch: 1494
Loss on hold-out set: 0.007146292076795362
MeanAbsoluteError value on hold-out data: 0.06163393706083298
Epoch: 1495
Loss on hold-out set: 0.006771431489032693
MeanAbsoluteError value on hold-out data: 0.06196877732872963
Epoch: 1496
Loss on hold-out set: 0.008742364488571184
MeanAbsoluteError value on hold-out data: 0.06818225979804993
Epoch: 1497
Loss on hold-out set: 0.008600947669674498
MeanAbsoluteError value on hold-out data: 0.06632716208696365
Epoch: 1498
Loss on hold-out set: 0.008361744804045277
MeanAbsoluteError value on hold-out data: 0.06787745654582977
Epoch: 1499
Loss on hold-out set: 0.007503305732243461
MeanAbsoluteError value on hold-out data: 0.06680776923894882
Epoch: 1500
Loss on hold-out set: 0.009310486424365081
MeanAbsoluteError value on hold-out data: 0.07110066711902618
Epoch: 1501
Loss on hold-out set: 0.008938057740633666
MeanAbsoluteError value on hold-out data: 0.06739982962608337
Epoch: 1502
Loss on hold-out set: 0.00909644079788753
MeanAbsoluteError value on hold-out data: 0.06691151857376099
Epoch: 1503
Loss on hold-out set: 0.008026124003905958
MeanAbsoluteError value on hold-out data: 0.0655120462179184
Epoch: 1504
Loss on hold-out set: 0.008000777874015815
MeanAbsoluteError value on hold-out data: 0.06570383906364441
Epoch: 1505
Loss on hold-out set: 0.008096903690808782
MeanAbsoluteError value on hold-out data: 0.06507255136966705
Epoch: 1506
Loss on hold-out set: 0.008363761479292103
MeanAbsoluteError value on hold-out data: 0.06423161923885345
Epoch: 1507
Loss on hold-out set: 0.006872920625197973
MeanAbsoluteError value on hold-out data: 0.062406692653894424
Epoch: 1508
Loss on hold-out set: 0.007134589230663551
MeanAbsoluteError value on hold-out data: 0.061417777091264725
Epoch: 1509
Loss on hold-out set: 0.008628772382362513
MeanAbsoluteError value on hold-out data: 0.06891145557165146
Epoch: 1510
Loss on hold-out set: 0.007341454583365952
MeanAbsoluteError value on hold-out data: 0.06173187121748924
Epoch: 1511
Loss on hold-out set: 0.009087746729589223
MeanAbsoluteError value on hold-out data: 0.06949973106384277
Epoch: 1512
Loss on hold-out set: 0.00685171701348736
MeanAbsoluteError value on hold-out data: 0.061336588114500046
Epoch: 1513
Loss on hold-out set: 0.007962430005985273
MeanAbsoluteError value on hold-out data: 0.0652284249663353
Epoch: 1514
Loss on hold-out set: 0.008072663182101678
MeanAbsoluteError value on hold-out data: 0.06537271291017532
Epoch: 1515
Loss on hold-out set: 0.00797760354342851
MeanAbsoluteError value on hold-out data: 0.06924234330654144
Epoch: 1516
Loss on hold-out set: 0.006808767955105092
MeanAbsoluteError value on hold-out data: 0.06212013214826584
Epoch: 1517
Loss on hold-out set: 0.007248614460865307
MeanAbsoluteError value on hold-out data: 0.061653099954128265
Epoch: 1518
Loss on hold-out set: 0.00881178267496883
MeanAbsoluteError value on hold-out data: 0.06642473489046097
Epoch: 1519
Loss on hold-out set: 0.009642648469422662
MeanAbsoluteError value on hold-out data: 0.06963232904672623
Epoch: 1520
Loss on hold-out set: 0.008322507187355464
MeanAbsoluteError value on hold-out data: 0.06521645188331604
Epoch: 1521
Loss on hold-out set: 0.009186079090165247
MeanAbsoluteError value on hold-out data: 0.071139857172966
Epoch: 1522
Loss on hold-out set: 0.008879065333176187
MeanAbsoluteError value on hold-out data: 0.06644954532384872
Epoch: 1523
Loss on hold-out set: 0.0077065103247878144
MeanAbsoluteError value on hold-out data: 0.06588765978813171
Epoch: 1524
Loss on hold-out set: 0.009075073812782648
MeanAbsoluteError value on hold-out data: 0.06827551871538162
Epoch: 1525
Loss on hold-out set: 0.007787131830458142
MeanAbsoluteError value on hold-out data: 0.06517001241445541
Epoch: 1526
Loss on hold-out set: 0.007603529569993649
MeanAbsoluteError value on hold-out data: 0.06557652354240417
Epoch: 1527
Loss on hold-out set: 0.007653829396440414
MeanAbsoluteError value on hold-out data: 0.06557657569646835
Epoch: 1528
Loss on hold-out set: 0.007009284771581103
MeanAbsoluteError value on hold-out data: 0.0619245283305645
Epoch: 1529
Loss on hold-out set: 0.008517096952346037
MeanAbsoluteError value on hold-out data: 0.06897483021020889
Epoch: 1530
Loss on hold-out set: 0.00975875133734822
MeanAbsoluteError value on hold-out data: 0.0726538822054863
Epoch: 1531
Loss on hold-out set: 0.007076154383466929
MeanAbsoluteError value on hold-out data: 0.06360630691051483
Epoch: 1532
Loss on hold-out set: 0.008331379929586546
MeanAbsoluteError value on hold-out data: 0.06394985318183899
Epoch: 1533
Loss on hold-out set: 0.007399942829009281
MeanAbsoluteError value on hold-out data: 0.06445019692182541
Epoch: 1534
Loss on hold-out set: 0.007671318821739988
MeanAbsoluteError value on hold-out data: 0.06459555774927139
Epoch: 1535
Loss on hold-out set: 0.007762788912659743
MeanAbsoluteError value on hold-out data: 0.06451201438903809
Epoch: 1536
Loss on hold-out set: 0.0070782902522963315
MeanAbsoluteError value on hold-out data: 0.06209173798561096
Epoch: 1537
Loss on hold-out set: 0.007253557438913655
MeanAbsoluteError value on hold-out data: 0.06122859939932823
Epoch: 1538
Loss on hold-out set: 0.007936842859301881
MeanAbsoluteError value on hold-out data: 0.06507470458745956
Epoch: 1539
Loss on hold-out set: 0.008043135762466893
MeanAbsoluteError value on hold-out data: 0.0661812499165535
Epoch: 1540
Loss on hold-out set: 0.007627694405685664
MeanAbsoluteError value on hold-out data: 0.06570447981357574
Epoch: 1541
Loss on hold-out set: 0.00895685405373418
MeanAbsoluteError value on hold-out data: 0.06964391469955444
Epoch: 1542
Loss on hold-out set: 0.007351679356264261
MeanAbsoluteError value on hold-out data: 0.06462256610393524
Epoch: 1543
Loss on hold-out set: 0.00820231809465137
MeanAbsoluteError value on hold-out data: 0.06707574427127838
Epoch: 1544
Loss on hold-out set: 0.008358118580460238
MeanAbsoluteError value on hold-out data: 0.0678081139922142
Epoch: 1545
Loss on hold-out set: 0.006958191185482671
MeanAbsoluteError value on hold-out data: 0.06288056075572968
Epoch: 1546
Loss on hold-out set: 0.007268044109490196
MeanAbsoluteError value on hold-out data: 0.061208389699459076
Epoch: 1547
Loss on hold-out set: 0.008717897664998114
MeanAbsoluteError value on hold-out data: 0.06794518977403641
Epoch: 1548
Loss on hold-out set: 0.007847593826833569
MeanAbsoluteError value on hold-out data: 0.06765661388635635
Epoch: 1549
Loss on hold-out set: 0.00858544979919922
MeanAbsoluteError value on hold-out data: 0.06775883585214615
Epoch: 1550
Loss on hold-out set: 0.008002188493143573
MeanAbsoluteError value on hold-out data: 0.06317698955535889
Epoch: 1551
Loss on hold-out set: 0.008951523872274264
MeanAbsoluteError value on hold-out data: 0.06957580149173737
Epoch: 1552
Loss on hold-out set: 0.00703725885747796
MeanAbsoluteError value on hold-out data: 0.06309583783149719
Epoch: 1553
Loss on hold-out set: 0.007513058967482114
MeanAbsoluteError value on hold-out data: 0.0638304278254509
Epoch: 1554
Loss on hold-out set: 0.007353982379702302
MeanAbsoluteError value on hold-out data: 0.06223700940608978
Epoch: 1555
Loss on hold-out set: 0.007309975875007997
MeanAbsoluteError value on hold-out data: 0.06365203112363815
Epoch: 1556
Loss on hold-out set: 0.008127366104502775
MeanAbsoluteError value on hold-out data: 0.06620586663484573
Epoch: 1557
Loss on hold-out set: 0.008235759423599423
MeanAbsoluteError value on hold-out data: 0.0661996379494667
Epoch: 1558
Loss on hold-out set: 0.007584936852023627
MeanAbsoluteError value on hold-out data: 0.06648272275924683
Epoch: 1559
Loss on hold-out set: 0.009891300902562156
MeanAbsoluteError value on hold-out data: 0.06970365345478058
Epoch: 1560
Loss on hold-out set: 0.007390487146597783
MeanAbsoluteError value on hold-out data: 0.0639118105173111
Epoch: 1561
Loss on hold-out set: 0.008700517215590177
MeanAbsoluteError value on hold-out data: 0.0658617690205574
Epoch: 1562
Loss on hold-out set: 0.008648531753557715
MeanAbsoluteError value on hold-out data: 0.06650631874799728
Epoch: 1563
Loss on hold-out set: 0.006298616789620913
MeanAbsoluteError value on hold-out data: 0.057863134890794754
Epoch: 1564
Loss on hold-out set: 0.00707579230729607
MeanAbsoluteError value on hold-out data: 0.06272543221712112
Epoch: 1565
Loss on hold-out set: 0.008090000620177307
MeanAbsoluteError value on hold-out data: 0.06495626270771027
Epoch: 1566
Loss on hold-out set: 0.00832322139479705
MeanAbsoluteError value on hold-out data: 0.06895281374454498
Epoch: 1567
Loss on hold-out set: 0.008227452571131834
MeanAbsoluteError value on hold-out data: 0.06299697607755661
Epoch: 1568
Loss on hold-out set: 0.007246922315098345
MeanAbsoluteError value on hold-out data: 0.06111548840999603
Epoch: 1569
Loss on hold-out set: 0.008097041606413313
MeanAbsoluteError value on hold-out data: 0.06662165373563766
Epoch: 1570
Loss on hold-out set: 0.00815636789178825
MeanAbsoluteError value on hold-out data: 0.06498230248689651
Epoch: 1571
Loss on hold-out set: 0.007211450942077135
MeanAbsoluteError value on hold-out data: 0.06366556882858276
Epoch: 1572
Loss on hold-out set: 0.006725539167645517
MeanAbsoluteError value on hold-out data: 0.05847516283392906
Epoch: 1573
Loss on hold-out set: 0.0075740302080400095
MeanAbsoluteError value on hold-out data: 0.06398173421621323
Epoch: 1574
Loss on hold-out set: 0.007373411545122508
MeanAbsoluteError value on hold-out data: 0.06427927315235138
Epoch: 1575
Loss on hold-out set: 0.007253410987298897
MeanAbsoluteError value on hold-out data: 0.0629420205950737
Epoch: 1576
Loss on hold-out set: 0.00881940211227023
MeanAbsoluteError value on hold-out data: 0.06694719940423965
Epoch: 1577
Loss on hold-out set: 0.007922392468608451
MeanAbsoluteError value on hold-out data: 0.06469878554344177
Epoch: 1578
Loss on hold-out set: 0.008783391612608587
MeanAbsoluteError value on hold-out data: 0.06517365574836731
Epoch: 1579
Loss on hold-out set: 0.006607328951801416
MeanAbsoluteError value on hold-out data: 0.06073958799242973
Epoch: 1580
Loss on hold-out set: 0.0076798637864218715
MeanAbsoluteError value on hold-out data: 0.06523331254720688
Epoch: 1581
Loss on hold-out set: 0.006639064900973608
MeanAbsoluteError value on hold-out data: 0.06120682880282402
Epoch: 1582
Loss on hold-out set: 0.008379232793280001
MeanAbsoluteError value on hold-out data: 0.06665685027837753
Epoch: 1583
Loss on hold-out set: 0.006362202572418028
MeanAbsoluteError value on hold-out data: 0.059365272521972656
Epoch: 1584
Loss on hold-out set: 0.007268658169802317
MeanAbsoluteError value on hold-out data: 0.06256341189146042
Early stopping at epoch 1583
Returned to Spot: Validation loss: 0.007268658169802317
----------------------------------------------
config: {'_L_in': 10, '_L_out': 1, 'l1': 16, 'dropout_prob': 0.1773189149831582, 'lr_mult': 9.06715620679689, 'batch_size': 4, 'epochs': 4, 'k_folds': 1, 'patience': 8, 'optimizer': 'Adamax', 'sgd_momentum': 0.22706194978124503}
Epoch: 1
Loss on hold-out set: 0.03437069559469819
MeanAbsoluteError value on hold-out data: 0.14900213479995728
Epoch: 2
Loss on hold-out set: 0.02604656173226734
MeanAbsoluteError value on hold-out data: 0.125994473695755
Epoch: 3
Loss on hold-out set: 0.0258690539902697
MeanAbsoluteError value on hold-out data: 0.12711603939533234
Epoch: 4
Loss on hold-out set: 0.02499532566095392
MeanAbsoluteError value on hold-out data: 0.12594519555568695
Returned to Spot: Validation loss: 0.02499532566095392
----------------------------------------------
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.3840970624671163, 'lr_mult': 4.593111165984917, 'batch_size': 8, 'epochs': 256, 'k_folds': 1, 'patience': 64, 'optimizer': 'Adam', 'sgd_momentum': 0.8945915831939406}
Epoch: 1
Loss on hold-out set: 0.052273428508717766
MeanAbsoluteError value on hold-out data: 0.18243247270584106
Epoch: 2
Loss on hold-out set: 0.04298303509131074
MeanAbsoluteError value on hold-out data: 0.1680067926645279
Epoch: 3
Loss on hold-out set: 0.03227027427209051
MeanAbsoluteError value on hold-out data: 0.14208699762821198
Epoch: 4
Loss on hold-out set: 0.03202781887528928
MeanAbsoluteError value on hold-out data: 0.13950875401496887
Epoch: 5
Loss on hold-out set: 0.02626918055313198
MeanAbsoluteError value on hold-out data: 0.1265987604856491
Epoch: 6
Loss on hold-out set: 0.02994178799226096
MeanAbsoluteError value on hold-out data: 0.13880302011966705
Epoch: 7
Loss on hold-out set: 0.02625205944978485
MeanAbsoluteError value on hold-out data: 0.12840424478054047
Epoch: 8
Loss on hold-out set: 0.022599401185289025
MeanAbsoluteError value on hold-out data: 0.11995090544223785
Epoch: 9
Loss on hold-out set: 0.02228233524549164
MeanAbsoluteError value on hold-out data: 0.1201057955622673
Epoch: 10
Loss on hold-out set: 0.023499868013650962
MeanAbsoluteError value on hold-out data: 0.1201012134552002
Epoch: 11
Loss on hold-out set: 0.021273849513626805
MeanAbsoluteError value on hold-out data: 0.11492969840765
Epoch: 12
Loss on hold-out set: 0.01986692838468834
MeanAbsoluteError value on hold-out data: 0.11424176394939423
Epoch: 13
Loss on hold-out set: 0.016291900672704765
MeanAbsoluteError value on hold-out data: 0.10447338223457336
Epoch: 14
Loss on hold-out set: 0.017456109035073927
MeanAbsoluteError value on hold-out data: 0.10790837556123734
Epoch: 15
Loss on hold-out set: 0.014701114091286925
MeanAbsoluteError value on hold-out data: 0.09205495566129684
Epoch: 16
Loss on hold-out set: 0.016225258047741494
MeanAbsoluteError value on hold-out data: 0.09989505261182785
Epoch: 17
Loss on hold-out set: 0.022596220314306647
MeanAbsoluteError value on hold-out data: 0.12232290953397751
Epoch: 18
Loss on hold-out set: 0.01420533585386645
MeanAbsoluteError value on hold-out data: 0.09375853836536407
Epoch: 19
Loss on hold-out set: 0.01410305634827206
MeanAbsoluteError value on hold-out data: 0.09260905534029007
Epoch: 20
Loss on hold-out set: 0.013988404645045338
MeanAbsoluteError value on hold-out data: 0.09141210466623306
Epoch: 21
Loss on hold-out set: 0.014058884417049979
MeanAbsoluteError value on hold-out data: 0.09385650604963303
Epoch: 22
Loss on hold-out set: 0.010507908150382144
MeanAbsoluteError value on hold-out data: 0.07682999223470688
Epoch: 23
Loss on hold-out set: 0.009798409455566127
MeanAbsoluteError value on hold-out data: 0.07638396322727203
Epoch: 24
Loss on hold-out set: 0.012723894563111427
MeanAbsoluteError value on hold-out data: 0.09231145679950714
Epoch: 25
Loss on hold-out set: 0.009280426636044132
MeanAbsoluteError value on hold-out data: 0.0746493935585022
Epoch: 26
Loss on hold-out set: 0.008879582128046374
MeanAbsoluteError value on hold-out data: 0.0716971680521965
Epoch: 27
Loss on hold-out set: 0.009036280358773902
MeanAbsoluteError value on hold-out data: 0.07110729068517685
Epoch: 28
Loss on hold-out set: 0.0077145059905505105
MeanAbsoluteError value on hold-out data: 0.06780266761779785
Epoch: 29
Loss on hold-out set: 0.008493466305816056
MeanAbsoluteError value on hold-out data: 0.06939488649368286
Epoch: 30
Loss on hold-out set: 0.007786661444697529
MeanAbsoluteError value on hold-out data: 0.06696067005395889
Epoch: 31
Loss on hold-out set: 0.007148254592290246
MeanAbsoluteError value on hold-out data: 0.06592363864183426
Epoch: 32
Loss on hold-out set: 0.007113610360599858
MeanAbsoluteError value on hold-out data: 0.06437641382217407
Epoch: 33
Loss on hold-out set: 0.007127953647317267
MeanAbsoluteError value on hold-out data: 0.0638076663017273
Epoch: 34
Loss on hold-out set: 0.007388409842908578
MeanAbsoluteError value on hold-out data: 0.05998920276761055
Epoch: 35
Loss on hold-out set: 0.008865735708049646
MeanAbsoluteError value on hold-out data: 0.06989207863807678
Epoch: 36
Loss on hold-out set: 0.007962982923919825
MeanAbsoluteError value on hold-out data: 0.06864690780639648
Epoch: 37
Loss on hold-out set: 0.007375229739792351
MeanAbsoluteError value on hold-out data: 0.0653344914317131
Epoch: 38
Loss on hold-out set: 0.012580341659486294
MeanAbsoluteError value on hold-out data: 0.09153550118207932
Epoch: 39
Loss on hold-out set: 0.007806891186383406
MeanAbsoluteError value on hold-out data: 0.06588508933782578
Epoch: 40
Loss on hold-out set: 0.006899552006200936
MeanAbsoluteError value on hold-out data: 0.05725336819887161
Epoch: 41
Loss on hold-out set: 0.006447890307754278
MeanAbsoluteError value on hold-out data: 0.05907783657312393
Epoch: 42
Loss on hold-out set: 0.007440367909638505
MeanAbsoluteError value on hold-out data: 0.06163656711578369
Epoch: 43
Loss on hold-out set: 0.006548498089327232
MeanAbsoluteError value on hold-out data: 0.057835839688777924
Epoch: 44
Loss on hold-out set: 0.005835242884993357
MeanAbsoluteError value on hold-out data: 0.05910070985555649
Epoch: 45
Loss on hold-out set: 0.009023635041605877
MeanAbsoluteError value on hold-out data: 0.07685169577598572
Epoch: 46
Loss on hold-out set: 0.005167878813441156
MeanAbsoluteError value on hold-out data: 0.05407848209142685
Epoch: 47
Loss on hold-out set: 0.005968194510052471
MeanAbsoluteError value on hold-out data: 0.05398008972406387
Epoch: 48
Loss on hold-out set: 0.005620325780718734
MeanAbsoluteError value on hold-out data: 0.05869102478027344
Epoch: 49
Loss on hold-out set: 0.008572206152357945
MeanAbsoluteError value on hold-out data: 0.07465682178735733
Epoch: 50
Loss on hold-out set: 0.006510895778008394
MeanAbsoluteError value on hold-out data: 0.05855454131960869
Epoch: 51
Loss on hold-out set: 0.006969360346709819
MeanAbsoluteError value on hold-out data: 0.062002282589673996
Epoch: 52
Loss on hold-out set: 0.005826635329101823
MeanAbsoluteError value on hold-out data: 0.05836743488907814
Epoch: 53
Loss on hold-out set: 0.006629677826391631
MeanAbsoluteError value on hold-out data: 0.05838500335812569
Epoch: 54
Loss on hold-out set: 0.006391898961737752
MeanAbsoluteError value on hold-out data: 0.05852363631129265
Epoch: 55
Loss on hold-out set: 0.007630200437760274
MeanAbsoluteError value on hold-out data: 0.06656263768672943
Epoch: 56
Loss on hold-out set: 0.007107118113995775
MeanAbsoluteError value on hold-out data: 0.06704317778348923
Epoch: 57
Loss on hold-out set: 0.004714980484047709
MeanAbsoluteError value on hold-out data: 0.05074121803045273
Epoch: 58
Loss on hold-out set: 0.006532298917208161
MeanAbsoluteError value on hold-out data: 0.05860418826341629
Epoch: 59
Loss on hold-out set: 0.006420131646767626
MeanAbsoluteError value on hold-out data: 0.059484247118234634
Epoch: 60
Loss on hold-out set: 0.008361697717765836
MeanAbsoluteError value on hold-out data: 0.07181386649608612
Epoch: 61
Loss on hold-out set: 0.005306035160748779
MeanAbsoluteError value on hold-out data: 0.05362749844789505
Epoch: 62
Loss on hold-out set: 0.005602356649959754
MeanAbsoluteError value on hold-out data: 0.05994550883769989
Epoch: 63
Loss on hold-out set: 0.0044524309893236745
MeanAbsoluteError value on hold-out data: 0.0498623363673687
Epoch: 64
Loss on hold-out set: 0.006304703052400758
MeanAbsoluteError value on hold-out data: 0.05722491070628166
Epoch: 65
Loss on hold-out set: 0.00500664965703005
MeanAbsoluteError value on hold-out data: 0.05221756175160408
Epoch: 66
Loss on hold-out set: 0.00902077410443637
MeanAbsoluteError value on hold-out data: 0.07640393078327179
Epoch: 67
Loss on hold-out set: 0.005730266719566364
MeanAbsoluteError value on hold-out data: 0.053316812962293625
Epoch: 68
Loss on hold-out set: 0.004888133689650874
MeanAbsoluteError value on hold-out data: 0.04994096979498863
Epoch: 69
Loss on hold-out set: 0.00623857561731711
MeanAbsoluteError value on hold-out data: 0.05965070053935051
Epoch: 70
Loss on hold-out set: 0.005952092379294826
MeanAbsoluteError value on hold-out data: 0.05312632769346237
Epoch: 71
Loss on hold-out set: 0.0048674881599206285
MeanAbsoluteError value on hold-out data: 0.049807313829660416
Epoch: 72
Loss on hold-out set: 0.005930520333717332
MeanAbsoluteError value on hold-out data: 0.057657528668642044
Epoch: 73
Loss on hold-out set: 0.008646018092373484
MeanAbsoluteError value on hold-out data: 0.06840451061725616
Epoch: 74
Loss on hold-out set: 0.005697445861235457
MeanAbsoluteError value on hold-out data: 0.05609619617462158
Epoch: 75
Loss on hold-out set: 0.005389665630278422
MeanAbsoluteError value on hold-out data: 0.053587812930345535
Epoch: 76
Loss on hold-out set: 0.005966045671620553
MeanAbsoluteError value on hold-out data: 0.05519474670290947
Epoch: 77
Loss on hold-out set: 0.004621402562693938
MeanAbsoluteError value on hold-out data: 0.04711483046412468
Epoch: 78
Loss on hold-out set: 0.005194887911018573
MeanAbsoluteError value on hold-out data: 0.05138571560382843
Epoch: 79
Loss on hold-out set: 0.0067761738502763605
MeanAbsoluteError value on hold-out data: 0.059078749269247055
Epoch: 80
Loss on hold-out set: 0.005264406129227657
MeanAbsoluteError value on hold-out data: 0.053450703620910645
Epoch: 81
Loss on hold-out set: 0.0065835513722911285
MeanAbsoluteError value on hold-out data: 0.06009665131568909
Epoch: 82
Loss on hold-out set: 0.008080458268523216
MeanAbsoluteError value on hold-out data: 0.0692460834980011
Epoch: 83
Loss on hold-out set: 0.005303182663690103
MeanAbsoluteError value on hold-out data: 0.05142597854137421
Epoch: 84
Loss on hold-out set: 0.006245064193774995
MeanAbsoluteError value on hold-out data: 0.05778586119413376
Epoch: 85
Loss on hold-out set: 0.005352231756612463
MeanAbsoluteError value on hold-out data: 0.05113924667239189
Epoch: 86
Loss on hold-out set: 0.0070314175375786265
MeanAbsoluteError value on hold-out data: 0.0665329322218895
Epoch: 87
Loss on hold-out set: 0.0061062061132887676
MeanAbsoluteError value on hold-out data: 0.0559685081243515
Epoch: 88
Loss on hold-out set: 0.005661538250646309
MeanAbsoluteError value on hold-out data: 0.05755477771162987
Epoch: 89
Loss on hold-out set: 0.006110277909197305
MeanAbsoluteError value on hold-out data: 0.05513817444443703
Epoch: 90
Loss on hold-out set: 0.005630233303619255
MeanAbsoluteError value on hold-out data: 0.05355105549097061
Epoch: 91
Loss on hold-out set: 0.008929829725897625
MeanAbsoluteError value on hold-out data: 0.070902019739151
Epoch: 92
Loss on hold-out set: 0.005546299287265069
MeanAbsoluteError value on hold-out data: 0.055494651198387146
Epoch: 93
Loss on hold-out set: 0.006170639878531036
MeanAbsoluteError value on hold-out data: 0.05635179579257965
Epoch: 94
Loss on hold-out set: 0.005895649848848973
MeanAbsoluteError value on hold-out data: 0.058039505034685135
Epoch: 95
Loss on hold-out set: 0.005912709291901831
MeanAbsoluteError value on hold-out data: 0.05789414048194885
Epoch: 96
Loss on hold-out set: 0.006874481246708647
MeanAbsoluteError value on hold-out data: 0.06126190721988678
Epoch: 97
Loss on hold-out set: 0.005253418673850032
MeanAbsoluteError value on hold-out data: 0.051653288304805756
Epoch: 98
Loss on hold-out set: 0.004603668714959272
MeanAbsoluteError value on hold-out data: 0.04654102772474289
Epoch: 99
Loss on hold-out set: 0.007823405787348747
MeanAbsoluteError value on hold-out data: 0.0712236687541008
Epoch: 100
Loss on hold-out set: 0.0052016160196600185
MeanAbsoluteError value on hold-out data: 0.0510496124625206
Epoch: 101
Loss on hold-out set: 0.0059237881520714025
MeanAbsoluteError value on hold-out data: 0.06228530779480934
Epoch: 102
Loss on hold-out set: 0.004972314829693029
MeanAbsoluteError value on hold-out data: 0.04936102405190468
Epoch: 103
Loss on hold-out set: 0.004579263053050167
MeanAbsoluteError value on hold-out data: 0.04677099362015724
Epoch: 104
Loss on hold-out set: 0.006324093660192662
MeanAbsoluteError value on hold-out data: 0.06096087768673897
Epoch: 105
Loss on hold-out set: 0.00557265614196168
MeanAbsoluteError value on hold-out data: 0.05485928803682327
Epoch: 106
Loss on hold-out set: 0.005831155713071655
MeanAbsoluteError value on hold-out data: 0.05533052980899811
Epoch: 107
Loss on hold-out set: 0.007236981543859369
MeanAbsoluteError value on hold-out data: 0.06405580043792725
Epoch: 108
Loss on hold-out set: 0.004794469593386901
MeanAbsoluteError value on hold-out data: 0.049130879342556
Epoch: 109
Loss on hold-out set: 0.005111408337190943
MeanAbsoluteError value on hold-out data: 0.05059365555644035
Epoch: 110
Loss on hold-out set: 0.0058960548608171705
MeanAbsoluteError value on hold-out data: 0.055768635123968124
Epoch: 111
Loss on hold-out set: 0.0060023904906732865
MeanAbsoluteError value on hold-out data: 0.05417325347661972
Epoch: 112
Loss on hold-out set: 0.006862237014023489
MeanAbsoluteError value on hold-out data: 0.05728016048669815
Epoch: 113
Loss on hold-out set: 0.005760778069471647
MeanAbsoluteError value on hold-out data: 0.05688072368502617
Epoch: 114
Loss on hold-out set: 0.004914487722807711
MeanAbsoluteError value on hold-out data: 0.05232430621981621
Epoch: 115
Loss on hold-out set: 0.005783695677037988
MeanAbsoluteError value on hold-out data: 0.05692090839147568
Epoch: 116
Loss on hold-out set: 0.008259824526153113
MeanAbsoluteError value on hold-out data: 0.07131259888410568
Epoch: 117
Loss on hold-out set: 0.005001181387342513
MeanAbsoluteError value on hold-out data: 0.052056849002838135
Epoch: 118
Loss on hold-out set: 0.006071718768094127
MeanAbsoluteError value on hold-out data: 0.055208925157785416
Epoch: 119
Loss on hold-out set: 0.005694637454948143
MeanAbsoluteError value on hold-out data: 0.04926927387714386
Epoch: 120
Loss on hold-out set: 0.007501933449499407
MeanAbsoluteError value on hold-out data: 0.06413338333368301
Epoch: 121
Loss on hold-out set: 0.0055224158997206315
MeanAbsoluteError value on hold-out data: 0.05063274875283241
Epoch: 122
Loss on hold-out set: 0.0052171600262609944
MeanAbsoluteError value on hold-out data: 0.05152348056435585
Epoch: 123
Loss on hold-out set: 0.006324836749914347
MeanAbsoluteError value on hold-out data: 0.05336708202958107
Epoch: 124
Loss on hold-out set: 0.005503931996492228
MeanAbsoluteError value on hold-out data: 0.054647158831357956
Epoch: 125
Loss on hold-out set: 0.006147362798832259
MeanAbsoluteError value on hold-out data: 0.05266425758600235
Epoch: 126
Loss on hold-out set: 0.004686698585589367
MeanAbsoluteError value on hold-out data: 0.04804598167538643
Epoch: 127
Loss on hold-out set: 0.005973791669882638
MeanAbsoluteError value on hold-out data: 0.05253369361162186
Early stopping at epoch 126
Returned to Spot: Validation loss: 0.005973791669882638
----------------------------------------------
config: {'_L_in': 10, '_L_out': 1, 'l1': 32, 'dropout_prob': 0.3197693076004844, 'lr_mult': 1.8720016007731648, 'batch_size': 8, 'epochs': 1024, 'k_folds': 1, 'patience': 32, 'optimizer': 'Adam', 'sgd_momentum': 1.0}
Epoch: 1
Loss on hold-out set: 0.03359395236169037
MeanAbsoluteError value on hold-out data: 0.14356984198093414
Epoch: 2
Loss on hold-out set: 0.027860530443783654
MeanAbsoluteError value on hold-out data: 0.13427209854125977
Epoch: 3
Loss on hold-out set: 0.02871223014632338
MeanAbsoluteError value on hold-out data: 0.137438103556633
Epoch: 4
Loss on hold-out set: 0.02688816470388127
MeanAbsoluteError value on hold-out data: 0.13151082396507263
Epoch: 5
Loss on hold-out set: 0.02248242113886303
MeanAbsoluteError value on hold-out data: 0.11651323735713959
Epoch: 6
Loss on hold-out set: 0.024855089533191762
MeanAbsoluteError value on hold-out data: 0.12370788305997849
Epoch: 7
Loss on hold-out set: 0.02191668328535008
MeanAbsoluteError value on hold-out data: 0.11690377444028854
Epoch: 8
Loss on hold-out set: 0.020972512515359802
MeanAbsoluteError value on hold-out data: 0.11639433354139328
Epoch: 9
Loss on hold-out set: 0.021139226878355993
MeanAbsoluteError value on hold-out data: 0.11764371395111084
Epoch: 10
Loss on hold-out set: 0.021464939413004015
MeanAbsoluteError value on hold-out data: 0.11493141204118729
Epoch: 11
Loss on hold-out set: 0.017896748846396804
MeanAbsoluteError value on hold-out data: 0.10501689463853836
Epoch: 12
Loss on hold-out set: 0.017796575545186277
MeanAbsoluteError value on hold-out data: 0.10733567923307419
Epoch: 13
Loss on hold-out set: 0.016052312573025886
MeanAbsoluteError value on hold-out data: 0.09773759543895721
Epoch: 14
Loss on hold-out set: 0.014781203660133638
MeanAbsoluteError value on hold-out data: 0.09650687873363495
Epoch: 15
Loss on hold-out set: 0.013886067765078655
MeanAbsoluteError value on hold-out data: 0.09422721713781357
Epoch: 16
Loss on hold-out set: 0.013729685843971214
MeanAbsoluteError value on hold-out data: 0.09074819087982178
Epoch: 17
Loss on hold-out set: 0.012802619450284462
MeanAbsoluteError value on hold-out data: 0.08776547014713287
Epoch: 18
Loss on hold-out set: 0.013173922075350819
MeanAbsoluteError value on hold-out data: 0.09321264177560806
Epoch: 19
Loss on hold-out set: 0.012039928127227253
MeanAbsoluteError value on hold-out data: 0.08755141496658325
Epoch: 20
Loss on hold-out set: 0.012098155560364065
MeanAbsoluteError value on hold-out data: 0.08658918738365173
Epoch: 21
Loss on hold-out set: 0.011451787805478824
MeanAbsoluteError value on hold-out data: 0.08476520329713821
Epoch: 22
Loss on hold-out set: 0.011069661502628341
MeanAbsoluteError value on hold-out data: 0.08164733648300171
Epoch: 23
Loss on hold-out set: 0.011086567831960948
MeanAbsoluteError value on hold-out data: 0.0821714699268341
Epoch: 24
Loss on hold-out set: 0.01047675681030868
MeanAbsoluteError value on hold-out data: 0.07974924147129059
Epoch: 25
Loss on hold-out set: 0.009968229575621846
MeanAbsoluteError value on hold-out data: 0.07929982990026474
Epoch: 26
Loss on hold-out set: 0.008489462963648532
MeanAbsoluteError value on hold-out data: 0.06989093124866486
Epoch: 27
Loss on hold-out set: 0.010225227114891535
MeanAbsoluteError value on hold-out data: 0.07594101130962372
Epoch: 28
Loss on hold-out set: 0.00808029646041656
MeanAbsoluteError value on hold-out data: 0.07249274849891663
Epoch: 29
Loss on hold-out set: 0.010026690213156766
MeanAbsoluteError value on hold-out data: 0.07710511237382889
Epoch: 30
Loss on hold-out set: 0.0069804287968987695
MeanAbsoluteError value on hold-out data: 0.06403777003288269
Epoch: 31
Loss on hold-out set: 0.006459128439401914
MeanAbsoluteError value on hold-out data: 0.0641438290476799
Epoch: 32
Loss on hold-out set: 0.008669481873144641
MeanAbsoluteError value on hold-out data: 0.06813476234674454
Epoch: 33
Loss on hold-out set: 0.006598835294043008
MeanAbsoluteError value on hold-out data: 0.06410205364227295
Epoch: 34
Loss on hold-out set: 0.00681212390956812
MeanAbsoluteError value on hold-out data: 0.06477296352386475
Epoch: 35
Loss on hold-out set: 0.006056292423684346
MeanAbsoluteError value on hold-out data: 0.06001650542020798
Epoch: 36
Loss on hold-out set: 0.006818017314224945
MeanAbsoluteError value on hold-out data: 0.06185930222272873
Epoch: 37
Loss on hold-out set: 0.0063574300607127186
MeanAbsoluteError value on hold-out data: 0.06003252789378166
Epoch: 38
Loss on hold-out set: 0.00641643625108133
MeanAbsoluteError value on hold-out data: 0.061785753816366196
Epoch: 39
Loss on hold-out set: 0.006768373815391801
MeanAbsoluteError value on hold-out data: 0.06419244408607483
Epoch: 40
Loss on hold-out set: 0.006215304865403787
MeanAbsoluteError value on hold-out data: 0.05816201493144035
Epoch: 41
Loss on hold-out set: 0.006583766031422113
MeanAbsoluteError value on hold-out data: 0.05969773605465889
Epoch: 42
Loss on hold-out set: 0.005965421512404359
MeanAbsoluteError value on hold-out data: 0.05984492599964142
Epoch: 43
Loss on hold-out set: 0.005724557434931691
MeanAbsoluteError value on hold-out data: 0.05800579860806465
Epoch: 44
Loss on hold-out set: 0.005098890470291831
MeanAbsoluteError value on hold-out data: 0.05335841327905655
Epoch: 45
Loss on hold-out set: 0.005588012585097826
MeanAbsoluteError value on hold-out data: 0.05467332899570465
Epoch: 46
Loss on hold-out set: 0.005368357076995859
MeanAbsoluteError value on hold-out data: 0.054072342813014984
Epoch: 47
Loss on hold-out set: 0.004185705868478276
MeanAbsoluteError value on hold-out data: 0.05002681538462639
Epoch: 48
Loss on hold-out set: 0.0038997898166263966
MeanAbsoluteError value on hold-out data: 0.048296261578798294
Epoch: 49
Loss on hold-out set: 0.004469266017335222
MeanAbsoluteError value on hold-out data: 0.04919472709298134
Epoch: 50
Loss on hold-out set: 0.005486129936271985
MeanAbsoluteError value on hold-out data: 0.05672503635287285
Epoch: 51
Loss on hold-out set: 0.004548696133210079
MeanAbsoluteError value on hold-out data: 0.05200933665037155
Epoch: 52
Loss on hold-out set: 0.003872185204129078
MeanAbsoluteError value on hold-out data: 0.04737945646047592
Epoch: 53
Loss on hold-out set: 0.00448677005662926
MeanAbsoluteError value on hold-out data: 0.04964939132332802
Epoch: 54
Loss on hold-out set: 0.00438077837277792
MeanAbsoluteError value on hold-out data: 0.051745615899562836
Epoch: 55
Loss on hold-out set: 0.004747621038021814
MeanAbsoluteError value on hold-out data: 0.05325201898813248
Epoch: 56
Loss on hold-out set: 0.004112939102158539
MeanAbsoluteError value on hold-out data: 0.04598578065633774
Epoch: 57
Loss on hold-out set: 0.0037341769279201366
MeanAbsoluteError value on hold-out data: 0.0456022247672081
Epoch: 58
Loss on hold-out set: 0.004004170168436279
MeanAbsoluteError value on hold-out data: 0.0477588064968586
Epoch: 59
Loss on hold-out set: 0.0046405257430466775
MeanAbsoluteError value on hold-out data: 0.050666581839323044
Epoch: 60
Loss on hold-out set: 0.0036219659837354954
MeanAbsoluteError value on hold-out data: 0.04595346003770828
Epoch: 61
Loss on hold-out set: 0.004617415236823849
MeanAbsoluteError value on hold-out data: 0.05286838114261627
Epoch: 62
Loss on hold-out set: 0.0034295750037448385
MeanAbsoluteError value on hold-out data: 0.0446772500872612
Epoch: 63
Loss on hold-out set: 0.0034908438239271114
MeanAbsoluteError value on hold-out data: 0.0446367971599102
Epoch: 64
Loss on hold-out set: 0.004152449371758848
MeanAbsoluteError value on hold-out data: 0.048996586352586746
Epoch: 65
Loss on hold-out set: 0.0037833025884250865
MeanAbsoluteError value on hold-out data: 0.045814987272024155
Epoch: 66
Loss on hold-out set: 0.003681513287837764
MeanAbsoluteError value on hold-out data: 0.04522313177585602
Epoch: 67
Loss on hold-out set: 0.0035573635541368276
MeanAbsoluteError value on hold-out data: 0.045941293239593506
Epoch: 68
Loss on hold-out set: 0.003726723038677224
MeanAbsoluteError value on hold-out data: 0.04748646914958954
Epoch: 69
Loss on hold-out set: 0.003301834785624554
MeanAbsoluteError value on hold-out data: 0.04342958703637123
Epoch: 70
Loss on hold-out set: 0.003162150300340727
MeanAbsoluteError value on hold-out data: 0.043460745364427567
Epoch: 71
Loss on hold-out set: 0.003812296147531781
MeanAbsoluteError value on hold-out data: 0.04763774573802948
Epoch: 72
Loss on hold-out set: 0.003342576229969334
MeanAbsoluteError value on hold-out data: 0.044313956052064896
Epoch: 73
Loss on hold-out set: 0.00293493436612679
MeanAbsoluteError value on hold-out data: 0.04249025881290436
Epoch: 74
Loss on hold-out set: 0.003976632611930223
MeanAbsoluteError value on hold-out data: 0.04378437250852585
Epoch: 75
Loss on hold-out set: 0.0037556171300821006
MeanAbsoluteError value on hold-out data: 0.04615440219640732
Epoch: 76
Loss on hold-out set: 0.002989530845585059
MeanAbsoluteError value on hold-out data: 0.03918696939945221
Epoch: 77
Loss on hold-out set: 0.003387936283711736
MeanAbsoluteError value on hold-out data: 0.044834841042757034
Epoch: 78
Loss on hold-out set: 0.0031478181588586026
MeanAbsoluteError value on hold-out data: 0.04177020490169525
Epoch: 79
Loss on hold-out set: 0.00272034747544431
MeanAbsoluteError value on hold-out data: 0.03814815729856491
Epoch: 80
Loss on hold-out set: 0.0033390924264064155
MeanAbsoluteError value on hold-out data: 0.04121251776814461
Epoch: 81
Loss on hold-out set: 0.004314606297013693
MeanAbsoluteError value on hold-out data: 0.05148380994796753
Epoch: 82
Loss on hold-out set: 0.003497136586750122
MeanAbsoluteError value on hold-out data: 0.04217768833041191
Epoch: 83
Loss on hold-out set: 0.003584484376724025
MeanAbsoluteError value on hold-out data: 0.04658430442214012
Epoch: 84
Loss on hold-out set: 0.004433233248020865
MeanAbsoluteError value on hold-out data: 0.04964567720890045
Epoch: 85
Loss on hold-out set: 0.003561930571250789
MeanAbsoluteError value on hold-out data: 0.042081426829099655
Epoch: 86
Loss on hold-out set: 0.003589857132235346
MeanAbsoluteError value on hold-out data: 0.04645784944295883
Epoch: 87
Loss on hold-out set: 0.0023909014049231223
MeanAbsoluteError value on hold-out data: 0.0355132557451725
Epoch: 88
Loss on hold-out set: 0.0026802850249958666
MeanAbsoluteError value on hold-out data: 0.03941013664007187
Epoch: 89
Loss on hold-out set: 0.003449868482819415
MeanAbsoluteError value on hold-out data: 0.04145468398928642
Epoch: 90
Loss on hold-out set: 0.0026159428694211926
MeanAbsoluteError value on hold-out data: 0.03833897411823273
Epoch: 91
Loss on hold-out set: 0.002534347260830385
MeanAbsoluteError value on hold-out data: 0.03607005253434181
Epoch: 92
Loss on hold-out set: 0.0032489886415485096
MeanAbsoluteError value on hold-out data: 0.04388262704014778
Epoch: 93
Loss on hold-out set: 0.0030630052098881847
MeanAbsoluteError value on hold-out data: 0.04174313321709633
Epoch: 94
Loss on hold-out set: 0.004147162740608971
MeanAbsoluteError value on hold-out data: 0.04906589165329933
Epoch: 95
Loss on hold-out set: 0.002679600858276612
MeanAbsoluteError value on hold-out data: 0.03952707350254059
Epoch: 96
Loss on hold-out set: 0.0027422790888905232
MeanAbsoluteError value on hold-out data: 0.038878973573446274
Epoch: 97
Loss on hold-out set: 0.0022002219982249173
MeanAbsoluteError value on hold-out data: 0.03664926066994667
Epoch: 98
Loss on hold-out set: 0.002841518828063272
MeanAbsoluteError value on hold-out data: 0.03666004538536072
Epoch: 99
Loss on hold-out set: 0.0026908440524589664
MeanAbsoluteError value on hold-out data: 0.03926552087068558
Epoch: 100
Loss on hold-out set: 0.0027172394155441956
MeanAbsoluteError value on hold-out data: 0.03799504041671753
Epoch: 101
Loss on hold-out set: 0.003373034038783149
MeanAbsoluteError value on hold-out data: 0.039814483374357224
Epoch: 102
Loss on hold-out set: 0.00239910325494987
MeanAbsoluteError value on hold-out data: 0.03654507175087929
Epoch: 103
Loss on hold-out set: 0.0030985179810637704
MeanAbsoluteError value on hold-out data: 0.04146277531981468
Epoch: 104
Loss on hold-out set: 0.00310198803995981
MeanAbsoluteError value on hold-out data: 0.03988925740122795
Epoch: 105
Loss on hold-out set: 0.0031156952241680733
MeanAbsoluteError value on hold-out data: 0.04274437576532364
Epoch: 106
Loss on hold-out set: 0.0025540360197498415
MeanAbsoluteError value on hold-out data: 0.03649239242076874
Epoch: 107
Loss on hold-out set: 0.0021835443330928683
MeanAbsoluteError value on hold-out data: 0.03396591544151306
Epoch: 108
Loss on hold-out set: 0.0028648361974199744
MeanAbsoluteError value on hold-out data: 0.039381928741931915
Epoch: 109
Loss on hold-out set: 0.002691376765142195
MeanAbsoluteError value on hold-out data: 0.03906705975532532
Epoch: 110
Loss on hold-out set: 0.0031655045313527808
MeanAbsoluteError value on hold-out data: 0.03906991332769394
Epoch: 111
Loss on hold-out set: 0.003183946966218125
MeanAbsoluteError value on hold-out data: 0.0408291257917881
Epoch: 112
Loss on hold-out set: 0.0024455987241756368
MeanAbsoluteError value on hold-out data: 0.038140103220939636
Epoch: 113
Loss on hold-out set: 0.0023665698367710177
MeanAbsoluteError value on hold-out data: 0.03605667129158974
Epoch: 114
Loss on hold-out set: 0.0032020595053357907
MeanAbsoluteError value on hold-out data: 0.04249075800180435
Epoch: 115
Loss on hold-out set: 0.002803668075725191
MeanAbsoluteError value on hold-out data: 0.03841390460729599
Epoch: 116
Loss on hold-out set: 0.002475669500295465
MeanAbsoluteError value on hold-out data: 0.03867579624056816
Epoch: 117
Loss on hold-out set: 0.0027804746526893915
MeanAbsoluteError value on hold-out data: 0.042625896632671356
Epoch: 118
Loss on hold-out set: 0.002995111265734426
MeanAbsoluteError value on hold-out data: 0.039710577577352524
Epoch: 119
Loss on hold-out set: 0.0021827053225072298
MeanAbsoluteError value on hold-out data: 0.034620534628629684
Epoch: 120
Loss on hold-out set: 0.002588018332301688
MeanAbsoluteError value on hold-out data: 0.03993013873696327
Epoch: 121
Loss on hold-out set: 0.0025537319352703265
MeanAbsoluteError value on hold-out data: 0.03689556196331978
Epoch: 122
Loss on hold-out set: 0.0025036295119207352
MeanAbsoluteError value on hold-out data: 0.037312883883714676
Epoch: 123
Loss on hold-out set: 0.002709624058824327
MeanAbsoluteError value on hold-out data: 0.03849295526742935
Epoch: 124
Loss on hold-out set: 0.002490907804856665
MeanAbsoluteError value on hold-out data: 0.03539533168077469
Epoch: 125
Loss on hold-out set: 0.003342856291534477
MeanAbsoluteError value on hold-out data: 0.044676464051008224
Epoch: 126
Loss on hold-out set: 0.002752461455345742
MeanAbsoluteError value on hold-out data: 0.036894962191581726
Epoch: 127
Loss on hold-out set: 0.0025841175305877664
MeanAbsoluteError value on hold-out data: 0.03552521765232086
Epoch: 128
Loss on hold-out set: 0.0029476615041188012
MeanAbsoluteError value on hold-out data: 0.04083820804953575
Epoch: 129
Loss on hold-out set: 0.0021382788683312307
MeanAbsoluteError value on hold-out data: 0.033508650958538055
Epoch: 130
Loss on hold-out set: 0.0029949728356625295
MeanAbsoluteError value on hold-out data: 0.03753608837723732
Epoch: 131
Loss on hold-out set: 0.0032841705756972693
MeanAbsoluteError value on hold-out data: 0.04335671290755272
Epoch: 132
Loss on hold-out set: 0.00269602535608053
MeanAbsoluteError value on hold-out data: 0.03785282000899315
Epoch: 133
Loss on hold-out set: 0.003063709050796828
MeanAbsoluteError value on hold-out data: 0.039389003068208694
Epoch: 134
Loss on hold-out set: 0.0026565953150183255
MeanAbsoluteError value on hold-out data: 0.03687474876642227
Epoch: 135
Loss on hold-out set: 0.0026212258503380183
MeanAbsoluteError value on hold-out data: 0.03677546605467796
Epoch: 136
Loss on hold-out set: 0.0027444901681615433
MeanAbsoluteError value on hold-out data: 0.03978529945015907
Epoch: 137
Loss on hold-out set: 0.004387815109159993
MeanAbsoluteError value on hold-out data: 0.053519152104854584
Epoch: 138
Loss on hold-out set: 0.002932441495910385
MeanAbsoluteError value on hold-out data: 0.03882485255599022
Epoch: 139
Loss on hold-out set: 0.002431626449259439
MeanAbsoluteError value on hold-out data: 0.03546542674303055
Epoch: 140
Loss on hold-out set: 0.00297329250545437
MeanAbsoluteError value on hold-out data: 0.04142250865697861
Epoch: 141
Loss on hold-out set: 0.001970422659436927
MeanAbsoluteError value on hold-out data: 0.03164329379796982
Epoch: 142
Loss on hold-out set: 0.0031397048151120543
MeanAbsoluteError value on hold-out data: 0.04116930067539215
Epoch: 143
Loss on hold-out set: 0.002216784646933727
MeanAbsoluteError value on hold-out data: 0.03266217187047005
Epoch: 144
Loss on hold-out set: 0.0024470303952081225
MeanAbsoluteError value on hold-out data: 0.03661650791764259
Epoch: 145
Loss on hold-out set: 0.0024606111523768816
MeanAbsoluteError value on hold-out data: 0.03570367768406868
Epoch: 146
Loss on hold-out set: 0.00235675671559109
MeanAbsoluteError value on hold-out data: 0.033849358558654785
Epoch: 147
Loss on hold-out set: 0.0023815020241799126
MeanAbsoluteError value on hold-out data: 0.035460684448480606
Epoch: 148
Loss on hold-out set: 0.0024419180768554248
MeanAbsoluteError value on hold-out data: 0.036101099103689194
Epoch: 149
Loss on hold-out set: 0.002834297670664168
MeanAbsoluteError value on hold-out data: 0.04304158687591553
Epoch: 150
Loss on hold-out set: 0.002452705422336677
MeanAbsoluteError value on hold-out data: 0.03736940398812294
Epoch: 151
Loss on hold-out set: 0.002529110191971995
MeanAbsoluteError value on hold-out data: 0.037505146116018295
Epoch: 152
Loss on hold-out set: 0.0027056417097092457
MeanAbsoluteError value on hold-out data: 0.03904055431485176
Epoch: 153
Loss on hold-out set: 0.0022900602948778357
MeanAbsoluteError value on hold-out data: 0.03636420518159866
Epoch: 154
Loss on hold-out set: 0.002801007137780911
MeanAbsoluteError value on hold-out data: 0.039273444563150406
Epoch: 155
Loss on hold-out set: 0.0020468579375454666
MeanAbsoluteError value on hold-out data: 0.03179415315389633
Epoch: 156
Loss on hold-out set: 0.0021167821166607993
MeanAbsoluteError value on hold-out data: 0.03447232395410538
Epoch: 157
Loss on hold-out set: 0.0022920734319134346
MeanAbsoluteError value on hold-out data: 0.03447035700082779
Epoch: 158
Loss on hold-out set: 0.0025209160981160637
MeanAbsoluteError value on hold-out data: 0.03697904199361801
Epoch: 159
Loss on hold-out set: 0.0027273027923289
MeanAbsoluteError value on hold-out data: 0.03734518215060234
Epoch: 160
Loss on hold-out set: 0.002520032029439646
MeanAbsoluteError value on hold-out data: 0.0366518460214138
Epoch: 161
Loss on hold-out set: 0.002793461744563262
MeanAbsoluteError value on hold-out data: 0.037748582661151886
Epoch: 162
Loss on hold-out set: 0.00260086164436009
MeanAbsoluteError value on hold-out data: 0.03840076923370361
Epoch: 163
Loss on hold-out set: 0.0021421661413593314
MeanAbsoluteError value on hold-out data: 0.0339440256357193
Epoch: 164
Loss on hold-out set: 0.0021097110431200186
MeanAbsoluteError value on hold-out data: 0.03112456575036049
Epoch: 165
Loss on hold-out set: 0.0027446666101336873
MeanAbsoluteError value on hold-out data: 0.03866025432944298
Epoch: 166
Loss on hold-out set: 0.0025060243573726006
MeanAbsoluteError value on hold-out data: 0.03597107157111168
Epoch: 167
Loss on hold-out set: 0.002266185286173009
MeanAbsoluteError value on hold-out data: 0.03499489650130272
Epoch: 168
Loss on hold-out set: 0.0033755493043970907
MeanAbsoluteError value on hold-out data: 0.04478766769170761
Epoch: 169
Loss on hold-out set: 0.0028156099747560035
MeanAbsoluteError value on hold-out data: 0.03852220997214317
Epoch: 170
Loss on hold-out set: 0.0034143354676320755
MeanAbsoluteError value on hold-out data: 0.04507618770003319
Epoch: 171
Loss on hold-out set: 0.002630408140248619
MeanAbsoluteError value on hold-out data: 0.03587351739406586
Epoch: 172
Loss on hold-out set: 0.0022718560480586205
MeanAbsoluteError value on hold-out data: 0.03401262313127518
Epoch: 173
Loss on hold-out set: 0.002448537156420858
MeanAbsoluteError value on hold-out data: 0.035823922604322433
Early stopping at epoch 172
Returned to Spot: Validation loss: 0.002448537156420858
----------------------------------------------
spotPython tuning: 0.002448537156420858 [#---------] 5.98%
config: {'_L_in': 10, '_L_out': 1, 'l1': 16, 'dropout_prob': 0.1566005135674274, 'lr_mult': 0.11203154373414372, 'batch_size': 4, 'epochs': 8192, 'k_folds': 1, 'patience': 64, 'optimizer': 'Adam', 'sgd_momentum': 1.0}
Epoch: 1
Loss on hold-out set: 0.30933505912621817
MeanAbsoluteError value on hold-out data: 0.5278409123420715
Epoch: 2
Loss on hold-out set: 0.20289949893951417
MeanAbsoluteError value on hold-out data: 0.4174627661705017
Epoch: 3
Loss on hold-out set: 0.1274069775889317
MeanAbsoluteError value on hold-out data: 0.3208244740962982
Epoch: 4
Loss on hold-out set: 0.07508342631161213
MeanAbsoluteError value on hold-out data: 0.22741663455963135
Epoch: 5
Loss on hold-out set: 0.04110016031190753
MeanAbsoluteError value on hold-out data: 0.15742768347263336
Epoch: 6
Loss on hold-out set: 0.041262505658281344
MeanAbsoluteError value on hold-out data: 0.16348464787006378
Epoch: 7
Loss on hold-out set: 0.03511553796629111
MeanAbsoluteError value on hold-out data: 0.15275625884532928
Epoch: 8
Loss on hold-out set: 0.03604949596648415
MeanAbsoluteError value on hold-out data: 0.15498661994934082
Epoch: 9
Loss on hold-out set: 0.03942851996980608
MeanAbsoluteError value on hold-out data: 0.15477539598941803
Epoch: 10
Loss on hold-out set: 0.03736628984411557
MeanAbsoluteError value on hold-out data: 0.15388771891593933
Epoch: 11
Loss on hold-out set: 0.03412967694457621
MeanAbsoluteError value on hold-out data: 0.1447477638721466
Epoch: 12
Loss on hold-out set: 0.03713513025237868
MeanAbsoluteError value on hold-out data: 0.1537744700908661
Epoch: 13
Loss on hold-out set: 0.03745465880880753
MeanAbsoluteError value on hold-out data: 0.15332935750484467
Epoch: 14
Loss on hold-out set: 0.04007080925628543
MeanAbsoluteError value on hold-out data: 0.16179294884204865
Epoch: 15
Loss on hold-out set: 0.03795281384140253
MeanAbsoluteError value on hold-out data: 0.15838837623596191
Epoch: 16
Loss on hold-out set: 0.03279093698598445
MeanAbsoluteError value on hold-out data: 0.1421794593334198
Epoch: 17
Loss on hold-out set: 0.034671934309105076
MeanAbsoluteError value on hold-out data: 0.14688588678836823
Epoch: 18
Loss on hold-out set: 0.03789377190793554
MeanAbsoluteError value on hold-out data: 0.15636347234249115
Epoch: 19
Loss on hold-out set: 0.034889740000168486
MeanAbsoluteError value on hold-out data: 0.1496983766555786
Epoch: 20
Loss on hold-out set: 0.03362234277961155
MeanAbsoluteError value on hold-out data: 0.1469130516052246
Epoch: 21
Loss on hold-out set: 0.037070667898903294
MeanAbsoluteError value on hold-out data: 0.1512548178434372
Epoch: 22
Loss on hold-out set: 0.02854021344333887
MeanAbsoluteError value on hold-out data: 0.13310766220092773
Epoch: 23
Loss on hold-out set: 0.030623508958766858
MeanAbsoluteError value on hold-out data: 0.13688723742961884
Epoch: 24
Loss on hold-out set: 0.030643886957938474
MeanAbsoluteError value on hold-out data: 0.13658832013607025
Epoch: 25
Loss on hold-out set: 0.0313986856987079
MeanAbsoluteError value on hold-out data: 0.14194197952747345
Epoch: 26
Loss on hold-out set: 0.026452755730909605
MeanAbsoluteError value on hold-out data: 0.1291848123073578
Epoch: 27
Loss on hold-out set: 0.029214024019117157
MeanAbsoluteError value on hold-out data: 0.13630715012550354
Epoch: 28
Loss on hold-out set: 0.029233635794371368
MeanAbsoluteError value on hold-out data: 0.1413462609052658
Epoch: 29
Loss on hold-out set: 0.03323560946931441
MeanAbsoluteError value on hold-out data: 0.14040011167526245
Epoch: 30
Loss on hold-out set: 0.033079623114317655
MeanAbsoluteError value on hold-out data: 0.1440497785806656
Epoch: 31
Loss on hold-out set: 0.029236480565741657
MeanAbsoluteError value on hold-out data: 0.13597983121871948
Epoch: 32
Loss on hold-out set: 0.030278932694345714
MeanAbsoluteError value on hold-out data: 0.1376715898513794
Epoch: 33
Loss on hold-out set: 0.03035170541688179
MeanAbsoluteError value on hold-out data: 0.13769006729125977
Epoch: 34
Loss on hold-out set: 0.026481670546345412
MeanAbsoluteError value on hold-out data: 0.12958469986915588
Epoch: 35
Loss on hold-out set: 0.02956489907577634
MeanAbsoluteError value on hold-out data: 0.1358870565891266
Epoch: 36
Loss on hold-out set: 0.025765541731379925
MeanAbsoluteError value on hold-out data: 0.12854455411434174
Epoch: 37
Loss on hold-out set: 0.03093549077884139
MeanAbsoluteError value on hold-out data: 0.13895760476589203
Epoch: 38
Loss on hold-out set: 0.02637358447226385
MeanAbsoluteError value on hold-out data: 0.12514929473400116
Epoch: 39
Loss on hold-out set: 0.026830538171343506
MeanAbsoluteError value on hold-out data: 0.13027340173721313
Epoch: 40
Loss on hold-out set: 0.028772512702271342
MeanAbsoluteError value on hold-out data: 0.13615302741527557
Epoch: 41
Loss on hold-out set: 0.026691979585836332
MeanAbsoluteError value on hold-out data: 0.13173072040081024
Epoch: 42
Loss on hold-out set: 0.02778646466167023
MeanAbsoluteError value on hold-out data: 0.13077127933502197
Epoch: 43
Loss on hold-out set: 0.025114361761758724
MeanAbsoluteError value on hold-out data: 0.12529021501541138
Epoch: 44
Loss on hold-out set: 0.025442225322282564
MeanAbsoluteError value on hold-out data: 0.12247557193040848
Epoch: 45
Loss on hold-out set: 0.027753929478737217
MeanAbsoluteError value on hold-out data: 0.13169535994529724
Epoch: 46
Loss on hold-out set: 0.029965965148682397
MeanAbsoluteError value on hold-out data: 0.13594773411750793
Epoch: 47
Loss on hold-out set: 0.025813731464246908
MeanAbsoluteError value on hold-out data: 0.12761764228343964
Epoch: 48
Loss on hold-out set: 0.027932376987300812
MeanAbsoluteError value on hold-out data: 0.13441911339759827
Epoch: 49
Loss on hold-out set: 0.02532037613602976
MeanAbsoluteError value on hold-out data: 0.13013772666454315
Epoch: 50
Loss on hold-out set: 0.024659841234485308
MeanAbsoluteError value on hold-out data: 0.12547382712364197
Epoch: 51
Loss on hold-out set: 0.023160478990369788
MeanAbsoluteError value on hold-out data: 0.11912273615598679
Epoch: 52
Loss on hold-out set: 0.025310561532775562
MeanAbsoluteError value on hold-out data: 0.12317993491888046
Epoch: 53
Loss on hold-out set: 0.02615758456289768
MeanAbsoluteError value on hold-out data: 0.12590865790843964
Epoch: 54
Loss on hold-out set: 0.023376244894849758
MeanAbsoluteError value on hold-out data: 0.12123208492994308
Epoch: 55
Loss on hold-out set: 0.024830354335717855
MeanAbsoluteError value on hold-out data: 0.12454511970281601
Epoch: 56
Loss on hold-out set: 0.02168381249376883
MeanAbsoluteError value on hold-out data: 0.11784262210130692
Epoch: 57
Loss on hold-out set: 0.023146302849054338
MeanAbsoluteError value on hold-out data: 0.12048424780368805
Epoch: 58
Loss on hold-out set: 0.022422889621617894
MeanAbsoluteError value on hold-out data: 0.11827162653207779
Epoch: 59
Loss on hold-out set: 0.023202132253597182
MeanAbsoluteError value on hold-out data: 0.11693848669528961
Epoch: 60
Loss on hold-out set: 0.021452210870726653
MeanAbsoluteError value on hold-out data: 0.11507484316825867
Epoch: 61
Loss on hold-out set: 0.024162766424318156
MeanAbsoluteError value on hold-out data: 0.12239992618560791
Epoch: 62
Loss on hold-out set: 0.024733485703667006
MeanAbsoluteError value on hold-out data: 0.12111826241016388
Epoch: 63
Loss on hold-out set: 0.024855199285472432
MeanAbsoluteError value on hold-out data: 0.12297074496746063
Epoch: 64
Loss on hold-out set: 0.020523160455438
MeanAbsoluteError value on hold-out data: 0.11291912198066711
Epoch: 65
Loss on hold-out set: 0.021613305523448312
MeanAbsoluteError value on hold-out data: 0.11176494508981705
Epoch: 66
Loss on hold-out set: 0.021760179500561208
MeanAbsoluteError value on hold-out data: 0.11576811224222183
Epoch: 67
Loss on hold-out set: 0.02085136416833848
MeanAbsoluteError value on hold-out data: 0.11210464686155319
Epoch: 68
Loss on hold-out set: 0.0230607322382275
MeanAbsoluteError value on hold-out data: 0.12164276093244553
Epoch: 69
Loss on hold-out set: 0.02006189149416362
MeanAbsoluteError value on hold-out data: 0.11254613101482391
Epoch: 70
Loss on hold-out set: 0.021650538472458722
MeanAbsoluteError value on hold-out data: 0.11398981511592865
Epoch: 71
Loss on hold-out set: 0.02251814604115983
MeanAbsoluteError value on hold-out data: 0.11600897461175919
Epoch: 72
Loss on hold-out set: 0.021689792508259417
MeanAbsoluteError value on hold-out data: 0.11543570458889008
Epoch: 73
Loss on hold-out set: 0.021532275288676222
MeanAbsoluteError value on hold-out data: 0.11348982155323029
Epoch: 74
Loss on hold-out set: 0.019787599452150365
MeanAbsoluteError value on hold-out data: 0.10818791389465332
Epoch: 75
Loss on hold-out set: 0.02150965161776791
MeanAbsoluteError value on hold-out data: 0.11567065864801407
Epoch: 76
Loss on hold-out set: 0.020663739391602577
MeanAbsoluteError value on hold-out data: 0.11263160407543182
Epoch: 77
Loss on hold-out set: 0.019933097989608843
MeanAbsoluteError value on hold-out data: 0.10978835076093674
Epoch: 78
Loss on hold-out set: 0.019201091785604755
MeanAbsoluteError value on hold-out data: 0.11023285984992981
Epoch: 79
Loss on hold-out set: 0.016338342667246857
MeanAbsoluteError value on hold-out data: 0.09964030236005783
Epoch: 80
Loss on hold-out set: 0.018178721549144634
MeanAbsoluteError value on hold-out data: 0.10689510405063629
Epoch: 81
Loss on hold-out set: 0.01963606565725058
MeanAbsoluteError value on hold-out data: 0.11057601869106293
Epoch: 82
Loss on hold-out set: 0.018060714208210506
MeanAbsoluteError value on hold-out data: 0.10460250079631805
Epoch: 83
Loss on hold-out set: 0.019110452712823946
MeanAbsoluteError value on hold-out data: 0.10526829212903976
Epoch: 84
Loss on hold-out set: 0.019565399050091702
MeanAbsoluteError value on hold-out data: 0.10798326879739761
Epoch: 85
Loss on hold-out set: 0.018852413919909546
MeanAbsoluteError value on hold-out data: 0.10576575249433517
Epoch: 86
Loss on hold-out set: 0.01769380262431999
MeanAbsoluteError value on hold-out data: 0.10375525057315826
Epoch: 87
Loss on hold-out set: 0.017938405352955062
MeanAbsoluteError value on hold-out data: 0.10525253415107727
Epoch: 88
Loss on hold-out set: 0.02059867637154336
MeanAbsoluteError value on hold-out data: 0.10888241976499557
Epoch: 89
Loss on hold-out set: 0.016297037656574198
MeanAbsoluteError value on hold-out data: 0.09923660010099411
Epoch: 90
Loss on hold-out set: 0.017581004358362406
MeanAbsoluteError value on hold-out data: 0.10297462344169617
Epoch: 91
Loss on hold-out set: 0.016016206153047583
MeanAbsoluteError value on hold-out data: 0.1005554273724556
Epoch: 92
Loss on hold-out set: 0.015951059732275705
MeanAbsoluteError value on hold-out data: 0.09895408153533936
Epoch: 93
Loss on hold-out set: 0.01734576588186125
MeanAbsoluteError value on hold-out data: 0.10315210372209549
Epoch: 94
Loss on hold-out set: 0.016846694143799443
MeanAbsoluteError value on hold-out data: 0.1025051400065422
Epoch: 95
Loss on hold-out set: 0.017070625910225012
MeanAbsoluteError value on hold-out data: 0.10151486098766327
Epoch: 96
Loss on hold-out set: 0.016881020189418148
MeanAbsoluteError value on hold-out data: 0.10385510325431824
Epoch: 97
Loss on hold-out set: 0.018026305248107142
MeanAbsoluteError value on hold-out data: 0.10150235891342163
Epoch: 98
Loss on hold-out set: 0.015958716960934302
MeanAbsoluteError value on hold-out data: 0.09752701222896576
Epoch: 99
Loss on hold-out set: 0.01815297272056341
MeanAbsoluteError value on hold-out data: 0.10676763206720352
Epoch: 100
Loss on hold-out set: 0.01680971811991185
MeanAbsoluteError value on hold-out data: 0.09918241202831268
Epoch: 101
Loss on hold-out set: 0.01757907767004023
MeanAbsoluteError value on hold-out data: 0.10475055873394012
Epoch: 102
Loss on hold-out set: 0.017279063958558254
MeanAbsoluteError value on hold-out data: 0.10023515671491623
Epoch: 103
Loss on hold-out set: 0.0177160116409262
MeanAbsoluteError value on hold-out data: 0.10254217684268951
Epoch: 104
Loss on hold-out set: 0.015807350183216235
MeanAbsoluteError value on hold-out data: 0.09968548268079758
Epoch: 105
Loss on hold-out set: 0.015885782497934996
MeanAbsoluteError value on hold-out data: 0.09767912328243256
Epoch: 106
Loss on hold-out set: 0.014852046119825294
MeanAbsoluteError value on hold-out data: 0.09396276623010635
Epoch: 107
Loss on hold-out set: 0.015577271149183313
MeanAbsoluteError value on hold-out data: 0.09951823949813843
Epoch: 108
Loss on hold-out set: 0.01749825233904024
MeanAbsoluteError value on hold-out data: 0.10389859229326248
Epoch: 109
Loss on hold-out set: 0.014794966645228365
MeanAbsoluteError value on hold-out data: 0.09595613181591034
Epoch: 110
Loss on hold-out set: 0.015315023932295542
MeanAbsoluteError value on hold-out data: 0.09602832049131393
Epoch: 111
Loss on hold-out set: 0.01537833898793906
MeanAbsoluteError value on hold-out data: 0.09775248914957047
Epoch: 112
Loss on hold-out set: 0.014418987187867363
MeanAbsoluteError value on hold-out data: 0.09166558086872101
Epoch: 113
Loss on hold-out set: 0.014972475041480113
MeanAbsoluteError value on hold-out data: 0.09403681010007858
Epoch: 114
Loss on hold-out set: 0.015466470166963215
MeanAbsoluteError value on hold-out data: 0.09654193371534348
Epoch: 115
Loss on hold-out set: 0.01619167987567683
MeanAbsoluteError value on hold-out data: 0.09970036894083023
Epoch: 116
Loss on hold-out set: 0.014082308793440461
MeanAbsoluteError value on hold-out data: 0.09234496206045151
Epoch: 117
Loss on hold-out set: 0.014594829272634039
MeanAbsoluteError value on hold-out data: 0.09109653532505035
Epoch: 118
Loss on hold-out set: 0.014402138236134003
MeanAbsoluteError value on hold-out data: 0.0927964374423027
Epoch: 119
Loss on hold-out set: 0.01481419669619451
MeanAbsoluteError value on hold-out data: 0.09282972663640976
Epoch: 120
Loss on hold-out set: 0.013298002203033926
MeanAbsoluteError value on hold-out data: 0.08832263946533203
Epoch: 121
Loss on hold-out set: 0.013977840089549621
MeanAbsoluteError value on hold-out data: 0.09404618293046951
Epoch: 122
Loss on hold-out set: 0.013214750200665246
MeanAbsoluteError value on hold-out data: 0.08770643919706345
Epoch: 123
Loss on hold-out set: 0.013055733339861035
MeanAbsoluteError value on hold-out data: 0.08895767480134964
Epoch: 124
Loss on hold-out set: 0.013503419215170046
MeanAbsoluteError value on hold-out data: 0.08880556374788284
Epoch: 125
Loss on hold-out set: 0.013621417794687053
MeanAbsoluteError value on hold-out data: 0.09226240962743759
Epoch: 126
Loss on hold-out set: 0.012189970936548585
MeanAbsoluteError value on hold-out data: 0.0853797048330307
Epoch: 127
Loss on hold-out set: 0.016828109535078208
MeanAbsoluteError value on hold-out data: 0.09765356034040451
Epoch: 128
Loss on hold-out set: 0.012739876238629221
MeanAbsoluteError value on hold-out data: 0.08694005757570267
Epoch: 129
Loss on hold-out set: 0.013462428123845408
MeanAbsoluteError value on hold-out data: 0.08965325355529785
Epoch: 130
Loss on hold-out set: 0.013745625453690688
MeanAbsoluteError value on hold-out data: 0.0917617529630661
Epoch: 131
Loss on hold-out set: 0.013115815886218721
MeanAbsoluteError value on hold-out data: 0.08932483196258545
Epoch: 132
Loss on hold-out set: 0.014711326073544721
MeanAbsoluteError value on hold-out data: 0.09229350090026855
Epoch: 133
Loss on hold-out set: 0.01222512125580882
MeanAbsoluteError value on hold-out data: 0.0847763866186142
Epoch: 134
Loss on hold-out set: 0.013289828144479543
MeanAbsoluteError value on hold-out data: 0.0896381288766861
Epoch: 135
Loss on hold-out set: 0.012144711571745575
MeanAbsoluteError value on hold-out data: 0.0839601382613182
Epoch: 136
Loss on hold-out set: 0.012037918073280404
MeanAbsoluteError value on hold-out data: 0.08322694897651672
Epoch: 137
Loss on hold-out set: 0.01340937008149922
MeanAbsoluteError value on hold-out data: 0.08680406212806702
Epoch: 138
Loss on hold-out set: 0.012866561970828722
MeanAbsoluteError value on hold-out data: 0.08554034680128098
Epoch: 139
Loss on hold-out set: 0.01245002903820326
MeanAbsoluteError value on hold-out data: 0.08810824155807495
Epoch: 140
Loss on hold-out set: 0.012274405683080355
MeanAbsoluteError value on hold-out data: 0.08344829827547073
Epoch: 141
Loss on hold-out set: 0.013165985046265026
MeanAbsoluteError value on hold-out data: 0.08791257441043854
Epoch: 142
Loss on hold-out set: 0.013449613079428673
MeanAbsoluteError value on hold-out data: 0.08836553245782852
Epoch: 143
Loss on hold-out set: 0.01294374263069282
MeanAbsoluteError value on hold-out data: 0.08835072070360184
Epoch: 144
Loss on hold-out set: 0.014784092456490422
MeanAbsoluteError value on hold-out data: 0.09186358749866486
Epoch: 145
Loss on hold-out set: 0.013247807322380444
MeanAbsoluteError value on hold-out data: 0.08554065227508545
Epoch: 146
Loss on hold-out set: 0.013383037542225792
MeanAbsoluteError value on hold-out data: 0.08524654060602188
Epoch: 147
Loss on hold-out set: 0.01008625609994245
MeanAbsoluteError value on hold-out data: 0.07725080847740173
Epoch: 148
Loss on hold-out set: 0.013026551060999434
MeanAbsoluteError value on hold-out data: 0.08963388204574585
Epoch: 149
Loss on hold-out set: 0.01139170871116221
MeanAbsoluteError value on hold-out data: 0.08033556491136551
Epoch: 150
Loss on hold-out set: 0.012983839716762305
MeanAbsoluteError value on hold-out data: 0.08510725945234299
Epoch: 151
Loss on hold-out set: 0.012486233888193966
MeanAbsoluteError value on hold-out data: 0.08513088524341583
Epoch: 152
Loss on hold-out set: 0.012152450791715334
MeanAbsoluteError value on hold-out data: 0.08386226743459702
Epoch: 153
Loss on hold-out set: 0.01106681595944489
MeanAbsoluteError value on hold-out data: 0.0783262625336647
Epoch: 154
Loss on hold-out set: 0.013994947630756845
MeanAbsoluteError value on hold-out data: 0.0875174030661583
Epoch: 155
Loss on hold-out set: 0.012214602476839597
MeanAbsoluteError value on hold-out data: 0.08189447224140167
Epoch: 156
Loss on hold-out set: 0.012293114885687828
MeanAbsoluteError value on hold-out data: 0.08096656203269958
Epoch: 157
Loss on hold-out set: 0.012418362320555995
MeanAbsoluteError value on hold-out data: 0.08424537628889084
Epoch: 158
Loss on hold-out set: 0.010992262513997654
MeanAbsoluteError value on hold-out data: 0.0777072086930275
Epoch: 159
Loss on hold-out set: 0.012961265197955072
MeanAbsoluteError value on hold-out data: 0.08648893237113953
Epoch: 160
Loss on hold-out set: 0.011807378111407162
MeanAbsoluteError value on hold-out data: 0.08289732038974762
Epoch: 161
Loss on hold-out set: 0.011588811232165123
MeanAbsoluteError value on hold-out data: 0.08215618133544922
Epoch: 162
Loss on hold-out set: 0.010434636174856375
MeanAbsoluteError value on hold-out data: 0.07509429007768631
Epoch: 163
Loss on hold-out set: 0.01017931281356141
MeanAbsoluteError value on hold-out data: 0.07502395659685135
Epoch: 164
Loss on hold-out set: 0.010866888461944958
MeanAbsoluteError value on hold-out data: 0.07798495888710022
Epoch: 165
Loss on hold-out set: 0.011490449769577632
MeanAbsoluteError value on hold-out data: 0.08165092021226883
Epoch: 166
Loss on hold-out set: 0.009518831940367819
MeanAbsoluteError value on hold-out data: 0.07731639593839645
Epoch: 167
Loss on hold-out set: 0.01151227690007848
MeanAbsoluteError value on hold-out data: 0.08295376598834991
Epoch: 168
Loss on hold-out set: 0.01104561830094705
MeanAbsoluteError value on hold-out data: 0.08137399703264236
Epoch: 169
Loss on hold-out set: 0.009752476614279052
MeanAbsoluteError value on hold-out data: 0.07533293962478638
Epoch: 170
Loss on hold-out set: 0.010317695382303402
MeanAbsoluteError value on hold-out data: 0.07572545856237411
Epoch: 171
Loss on hold-out set: 0.009508405874172846
MeanAbsoluteError value on hold-out data: 0.07525283843278885
Epoch: 172
Loss on hold-out set: 0.01030293205869384
MeanAbsoluteError value on hold-out data: 0.07749641686677933
Epoch: 173
Loss on hold-out set: 0.009182935937618215
MeanAbsoluteError value on hold-out data: 0.06965749710798264
Epoch: 174
Loss on hold-out set: 0.011127274095391234
MeanAbsoluteError value on hold-out data: 0.0793166384100914
Epoch: 175
Loss on hold-out set: 0.011690610259150466
MeanAbsoluteError value on hold-out data: 0.08326338976621628
Epoch: 176
Loss on hold-out set: 0.009838830730877816
MeanAbsoluteError value on hold-out data: 0.07491842657327652
Epoch: 177
Loss on hold-out set: 0.009359629108415295
MeanAbsoluteError value on hold-out data: 0.07532558590173721
Epoch: 178
Loss on hold-out set: 0.009065883109966914
MeanAbsoluteError value on hold-out data: 0.0750923901796341
Epoch: 179
Loss on hold-out set: 0.008839324263390154
MeanAbsoluteError value on hold-out data: 0.07181145250797272
Epoch: 180
Loss on hold-out set: 0.009752175493874044
MeanAbsoluteError value on hold-out data: 0.07342301309108734
Epoch: 181
Loss on hold-out set: 0.009546696721420934
MeanAbsoluteError value on hold-out data: 0.07507482916116714
Epoch: 182
Loss on hold-out set: 0.009509846025612206
MeanAbsoluteError value on hold-out data: 0.07470113039016724
Epoch: 183
Loss on hold-out set: 0.009938499410636722
MeanAbsoluteError value on hold-out data: 0.07648548483848572
Epoch: 184
Loss on hold-out set: 0.010030998097499832
MeanAbsoluteError value on hold-out data: 0.07501960545778275
Epoch: 185
Loss on hold-out set: 0.008164506549946963
MeanAbsoluteError value on hold-out data: 0.07204713672399521
Epoch: 186
Loss on hold-out set: 0.009768853137114395
MeanAbsoluteError value on hold-out data: 0.07160966098308563
Epoch: 187
Loss on hold-out set: 0.009238461904848616
MeanAbsoluteError value on hold-out data: 0.07185725122690201
Epoch: 188
Loss on hold-out set: 0.010637600159582993
MeanAbsoluteError value on hold-out data: 0.07674804329872131
Epoch: 189
Loss on hold-out set: 0.008506924100996306
MeanAbsoluteError value on hold-out data: 0.07077676057815552
Epoch: 190
Loss on hold-out set: 0.009364078445360064
MeanAbsoluteError value on hold-out data: 0.07054521888494492
Epoch: 191
Loss on hold-out set: 0.008619833689881489
MeanAbsoluteError value on hold-out data: 0.07042228430509567
Epoch: 192
Loss on hold-out set: 0.010289260059750328
MeanAbsoluteError value on hold-out data: 0.07392525672912598
Epoch: 193
Loss on hold-out set: 0.009067389678675682
MeanAbsoluteError value on hold-out data: 0.07219333946704865
Epoch: 194
Loss on hold-out set: 0.010438891488593071
MeanAbsoluteError value on hold-out data: 0.07639926671981812
Epoch: 195
Loss on hold-out set: 0.008906595495451863
MeanAbsoluteError value on hold-out data: 0.07320909202098846
Epoch: 196
Loss on hold-out set: 0.010191668445089211
MeanAbsoluteError value on hold-out data: 0.0775795504450798
Epoch: 197
Loss on hold-out set: 0.009130549877105902
MeanAbsoluteError value on hold-out data: 0.07227102667093277
Epoch: 198
Loss on hold-out set: 0.008687066599183406
MeanAbsoluteError value on hold-out data: 0.0703122541308403
Epoch: 199
Loss on hold-out set: 0.010341559199926754
MeanAbsoluteError value on hold-out data: 0.07509985566139221
Epoch: 200
Loss on hold-out set: 0.008807363007217645
MeanAbsoluteError value on hold-out data: 0.07074864208698273
Epoch: 201
Loss on hold-out set: 0.009401536129492646
MeanAbsoluteError value on hold-out data: 0.07142257690429688
Epoch: 202
Loss on hold-out set: 0.008232877078310897
MeanAbsoluteError value on hold-out data: 0.06734838336706161
Epoch: 203
Loss on hold-out set: 0.00893462439921374
MeanAbsoluteError value on hold-out data: 0.07072744518518448
Epoch: 204
Loss on hold-out set: 0.010043591427771996
MeanAbsoluteError value on hold-out data: 0.07627163082361221
Epoch: 205
Loss on hold-out set: 0.007306372329476289
MeanAbsoluteError value on hold-out data: 0.06327027082443237
Epoch: 206
Loss on hold-out set: 0.008272687109420076
MeanAbsoluteError value on hold-out data: 0.06954296678304672
Epoch: 207
Loss on hold-out set: 0.008602669961595286
MeanAbsoluteError value on hold-out data: 0.06961929053068161
Epoch: 208
Loss on hold-out set: 0.008070126182089249
MeanAbsoluteError value on hold-out data: 0.06843996047973633
Epoch: 209
Loss on hold-out set: 0.009894938259385526
MeanAbsoluteError value on hold-out data: 0.07389087975025177
Epoch: 210
Loss on hold-out set: 0.009370785324523847
MeanAbsoluteError value on hold-out data: 0.07491492480039597
Epoch: 211
Loss on hold-out set: 0.008510157636677226
MeanAbsoluteError value on hold-out data: 0.0709909200668335
Epoch: 212
Loss on hold-out set: 0.007557187429629266
MeanAbsoluteError value on hold-out data: 0.06617754697799683
Epoch: 213
Loss on hold-out set: 0.008772320970892906
MeanAbsoluteError value on hold-out data: 0.06858301162719727
Epoch: 214
Loss on hold-out set: 0.007997261026563745
MeanAbsoluteError value on hold-out data: 0.06291630119085312
Epoch: 215
Loss on hold-out set: 0.008210410188573103
MeanAbsoluteError value on hold-out data: 0.07209768891334534
Epoch: 216
Loss on hold-out set: 0.008441115523067614
MeanAbsoluteError value on hold-out data: 0.06958036124706268
Epoch: 217
Loss on hold-out set: 0.007459825480667253
MeanAbsoluteError value on hold-out data: 0.06319623440504074
Epoch: 218
Loss on hold-out set: 0.00831877541282059
MeanAbsoluteError value on hold-out data: 0.06668812781572342
Epoch: 219
Loss on hold-out set: 0.00925027669640258
MeanAbsoluteError value on hold-out data: 0.07337338477373123
Epoch: 220
Loss on hold-out set: 0.007667804666173955
MeanAbsoluteError value on hold-out data: 0.06806899607181549
Epoch: 221
Loss on hold-out set: 0.0078835260324801
MeanAbsoluteError value on hold-out data: 0.06561418622732162
Epoch: 222
Loss on hold-out set: 0.008950439280209442
MeanAbsoluteError value on hold-out data: 0.06910941004753113
Epoch: 223
Loss on hold-out set: 0.0082703693700023
MeanAbsoluteError value on hold-out data: 0.06694962084293365
Epoch: 224
Loss on hold-out set: 0.008022538046352565
MeanAbsoluteError value on hold-out data: 0.06777921319007874
Epoch: 225
Loss on hold-out set: 0.00808104312280193
MeanAbsoluteError value on hold-out data: 0.06818601489067078
Epoch: 226
Loss on hold-out set: 0.007995268734618245
MeanAbsoluteError value on hold-out data: 0.06624383479356766
Epoch: 227
Loss on hold-out set: 0.007369901734637097
MeanAbsoluteError value on hold-out data: 0.06318901479244232
Epoch: 228
Loss on hold-out set: 0.007581881816731766
MeanAbsoluteError value on hold-out data: 0.06440790742635727
Epoch: 229
Loss on hold-out set: 0.007856214283189425
MeanAbsoluteError value on hold-out data: 0.06899525970220566
Epoch: 230
Loss on hold-out set: 0.008276488593158623
MeanAbsoluteError value on hold-out data: 0.06897258013486862
Epoch: 231
Loss on hold-out set: 0.007005041495237189
MeanAbsoluteError value on hold-out data: 0.060935866087675095
Epoch: 232
Loss on hold-out set: 0.007412175264131899
MeanAbsoluteError value on hold-out data: 0.06597176194190979
Epoch: 233
Loss on hold-out set: 0.00771625292681468
MeanAbsoluteError value on hold-out data: 0.0643794983625412
Epoch: 234
Loss on hold-out set: 0.008123344246608516
MeanAbsoluteError value on hold-out data: 0.06654173880815506
Epoch: 235
Loss on hold-out set: 0.007237903255348404
MeanAbsoluteError value on hold-out data: 0.06468953937292099
Epoch: 236
Loss on hold-out set: 0.008104303931080116
MeanAbsoluteError value on hold-out data: 0.06662550568580627
Epoch: 237
Loss on hold-out set: 0.008363182440710564
MeanAbsoluteError value on hold-out data: 0.06750134378671646
Epoch: 238
Loss on hold-out set: 0.007535717587646407
MeanAbsoluteError value on hold-out data: 0.06411691755056381
Epoch: 239
Loss on hold-out set: 0.006107512939027704
MeanAbsoluteError value on hold-out data: 0.058888208121061325
Epoch: 240
Loss on hold-out set: 0.006602780996084524
MeanAbsoluteError value on hold-out data: 0.059695128351449966
Epoch: 241
Loss on hold-out set: 0.00664449182106182
MeanAbsoluteError value on hold-out data: 0.057484518736600876
Epoch: 242
Loss on hold-out set: 0.007190346954545627
MeanAbsoluteError value on hold-out data: 0.061491455882787704
Epoch: 243
Loss on hold-out set: 0.008300763579706352
MeanAbsoluteError value on hold-out data: 0.0678391382098198
Epoch: 244
Loss on hold-out set: 0.006784097804532697
MeanAbsoluteError value on hold-out data: 0.06199435517191887
Epoch: 245
Loss on hold-out set: 0.006670639947406016
MeanAbsoluteError value on hold-out data: 0.06203726306557655
Epoch: 246
Loss on hold-out set: 0.0077897084135717404
MeanAbsoluteError value on hold-out data: 0.06476352363824844
Epoch: 247
Loss on hold-out set: 0.007150183524160336
MeanAbsoluteError value on hold-out data: 0.06200108304619789
Epoch: 248
Loss on hold-out set: 0.0064796733724263806
MeanAbsoluteError value on hold-out data: 0.06150183826684952
Epoch: 249
Loss on hold-out set: 0.007207899309772377
MeanAbsoluteError value on hold-out data: 0.06448221206665039
Epoch: 250
Loss on hold-out set: 0.007648708684525142
MeanAbsoluteError value on hold-out data: 0.06489023566246033
Epoch: 251
Loss on hold-out set: 0.00620948995987419
MeanAbsoluteError value on hold-out data: 0.057326652109622955
Epoch: 252
Loss on hold-out set: 0.007524319976801053
MeanAbsoluteError value on hold-out data: 0.06156308576464653
Epoch: 253
Loss on hold-out set: 0.007827361290110276
MeanAbsoluteError value on hold-out data: 0.06473340094089508
Epoch: 254
Loss on hold-out set: 0.008456883737041305
MeanAbsoluteError value on hold-out data: 0.06510722637176514
Epoch: 255
Loss on hold-out set: 0.00889697013287029
MeanAbsoluteError value on hold-out data: 0.06896887719631195
Epoch: 256
Loss on hold-out set: 0.007773336983130624
MeanAbsoluteError value on hold-out data: 0.0644548162817955
Epoch: 257
Loss on hold-out set: 0.006432032913459504
MeanAbsoluteError value on hold-out data: 0.05930011719465256
Epoch: 258
Loss on hold-out set: 0.00638285207891992
MeanAbsoluteError value on hold-out data: 0.05848982557654381
Epoch: 259
Loss on hold-out set: 0.007483371373576422
MeanAbsoluteError value on hold-out data: 0.06518721580505371
Epoch: 260
Loss on hold-out set: 0.00766480818313236
MeanAbsoluteError value on hold-out data: 0.0637097880244255
Epoch: 261
Loss on hold-out set: 0.006475774933739255
MeanAbsoluteError value on hold-out data: 0.06120645999908447
Epoch: 262
Loss on hold-out set: 0.006183342773777743
MeanAbsoluteError value on hold-out data: 0.05878615006804466
Epoch: 263
Loss on hold-out set: 0.006048656766070053
MeanAbsoluteError value on hold-out data: 0.059236761182546616
Epoch: 264
Loss on hold-out set: 0.006889554620235382
MeanAbsoluteError value on hold-out data: 0.058696817606687546
Epoch: 265
Loss on hold-out set: 0.006717150358017534
MeanAbsoluteError value on hold-out data: 0.059810567647218704
Epoch: 266
Loss on hold-out set: 0.00644553208258003
MeanAbsoluteError value on hold-out data: 0.06264635175466537
Epoch: 267
Loss on hold-out set: 0.0067533313921497515
MeanAbsoluteError value on hold-out data: 0.06048987805843353
Epoch: 268
Loss on hold-out set: 0.007233609104684243
MeanAbsoluteError value on hold-out data: 0.064239002764225
Epoch: 269
Loss on hold-out set: 0.008073449172855665
MeanAbsoluteError value on hold-out data: 0.06510452181100845
Epoch: 270
Loss on hold-out set: 0.006255979356161939
MeanAbsoluteError value on hold-out data: 0.05853702500462532
Epoch: 271
Loss on hold-out set: 0.006051453198500288
MeanAbsoluteError value on hold-out data: 0.058058980852365494
Epoch: 272
Loss on hold-out set: 0.005878793932109451
MeanAbsoluteError value on hold-out data: 0.05835529416799545
Epoch: 273
Loss on hold-out set: 0.005895125452273836
MeanAbsoluteError value on hold-out data: 0.056867815554142
Epoch: 274
Loss on hold-out set: 0.007570074220808844
MeanAbsoluteError value on hold-out data: 0.06315620243549347
Epoch: 275
Loss on hold-out set: 0.00640624844081079
MeanAbsoluteError value on hold-out data: 0.062023479491472244
Epoch: 276
Loss on hold-out set: 0.006950149895468106
MeanAbsoluteError value on hold-out data: 0.06150541827082634
Epoch: 277
Loss on hold-out set: 0.006497608645198246
MeanAbsoluteError value on hold-out data: 0.06084124371409416
Epoch: 278
Loss on hold-out set: 0.007103939098306001
MeanAbsoluteError value on hold-out data: 0.060514457523822784
Epoch: 279
Loss on hold-out set: 0.006887508966222716
MeanAbsoluteError value on hold-out data: 0.059541843831539154
Epoch: 280
Loss on hold-out set: 0.007409888250598063
MeanAbsoluteError value on hold-out data: 0.059546783566474915
Epoch: 281
Loss on hold-out set: 0.0057738909443529945
MeanAbsoluteError value on hold-out data: 0.056127190589904785
Epoch: 282
Loss on hold-out set: 0.006360683350940235
MeanAbsoluteError value on hold-out data: 0.0597003810107708
Epoch: 283
Loss on hold-out set: 0.006014949328455259
MeanAbsoluteError value on hold-out data: 0.05762650817632675
Epoch: 284
Loss on hold-out set: 0.006279924610862508
MeanAbsoluteError value on hold-out data: 0.059311192482709885
Epoch: 285
Loss on hold-out set: 0.006807768721676742
MeanAbsoluteError value on hold-out data: 0.06015118211507797
Epoch: 286
Loss on hold-out set: 0.006113561340995754
MeanAbsoluteError value on hold-out data: 0.05817876756191254
Epoch: 287
Loss on hold-out set: 0.006535543572778503
MeanAbsoluteError value on hold-out data: 0.059952978044748306
Epoch: 288
Loss on hold-out set: 0.006736084551084787
MeanAbsoluteError value on hold-out data: 0.06002039462327957
Epoch: 289
Loss on hold-out set: 0.0068300833248455695
MeanAbsoluteError value on hold-out data: 0.05967170000076294
Epoch: 290
Loss on hold-out set: 0.0066329627864373224
MeanAbsoluteError value on hold-out data: 0.06083289533853531
Epoch: 291
Loss on hold-out set: 0.006220822241933395
MeanAbsoluteError value on hold-out data: 0.05998268723487854
Epoch: 292
Loss on hold-out set: 0.00625101614665861
MeanAbsoluteError value on hold-out data: 0.05762653425335884
Epoch: 293
Loss on hold-out set: 0.005612315193866379
MeanAbsoluteError value on hold-out data: 0.05586451664566994
Epoch: 294
Loss on hold-out set: 0.005873738415539264
MeanAbsoluteError value on hold-out data: 0.05556921660900116
Epoch: 295
Loss on hold-out set: 0.006918225364061072
MeanAbsoluteError value on hold-out data: 0.0612868070602417
Epoch: 296
Loss on hold-out set: 0.006822818752649861
MeanAbsoluteError value on hold-out data: 0.05843645706772804
Epoch: 297
Loss on hold-out set: 0.0061508156933511296
MeanAbsoluteError value on hold-out data: 0.05645015090703964
Epoch: 298
Loss on hold-out set: 0.006752117771150854
MeanAbsoluteError value on hold-out data: 0.05792064592242241
Epoch: 299
Loss on hold-out set: 0.005796616717901391
MeanAbsoluteError value on hold-out data: 0.05679221451282501
Epoch: 300
Loss on hold-out set: 0.00625371777297308
MeanAbsoluteError value on hold-out data: 0.05640427768230438
Epoch: 301
Loss on hold-out set: 0.006742248998489231
MeanAbsoluteError value on hold-out data: 0.0606561079621315
Epoch: 302
Loss on hold-out set: 0.005417284759071966
MeanAbsoluteError value on hold-out data: 0.05300464108586311
Epoch: 303
Loss on hold-out set: 0.005213810249697417
MeanAbsoluteError value on hold-out data: 0.05294844135642052
Epoch: 304
Loss on hold-out set: 0.006017804393001522
MeanAbsoluteError value on hold-out data: 0.05662466585636139
Epoch: 305
Loss on hold-out set: 0.006042764270678163
MeanAbsoluteError value on hold-out data: 0.05686232075095177
Epoch: 306
Loss on hold-out set: 0.00660264081787318
MeanAbsoluteError value on hold-out data: 0.058776333928108215
Epoch: 307
Loss on hold-out set: 0.00591833597747609
MeanAbsoluteError value on hold-out data: 0.056285496801137924
Epoch: 308
Loss on hold-out set: 0.006063652713006983
MeanAbsoluteError value on hold-out data: 0.05626237392425537
Epoch: 309
Loss on hold-out set: 0.0053024542091103894
MeanAbsoluteError value on hold-out data: 0.05412623658776283
Epoch: 310
Loss on hold-out set: 0.0059995542604398605
MeanAbsoluteError value on hold-out data: 0.05656351149082184
Epoch: 311
Loss on hold-out set: 0.006472418185633918
MeanAbsoluteError value on hold-out data: 0.06136561185121536
Epoch: 312
Loss on hold-out set: 0.005375462522303375
MeanAbsoluteError value on hold-out data: 0.05442216992378235
Epoch: 313
Loss on hold-out set: 0.00572315577029561
MeanAbsoluteError value on hold-out data: 0.05639559403061867
Epoch: 314
Loss on hold-out set: 0.006291871868694822
MeanAbsoluteError value on hold-out data: 0.05416249483823776
Epoch: 315
Loss on hold-out set: 0.005335852236797412
MeanAbsoluteError value on hold-out data: 0.05707849562168121
Epoch: 316
Loss on hold-out set: 0.006345427054911852
MeanAbsoluteError value on hold-out data: 0.05839511752128601
Epoch: 317
Loss on hold-out set: 0.005526552511534343
MeanAbsoluteError value on hold-out data: 0.054142143577337265
Epoch: 318
Loss on hold-out set: 0.004539277006018286
MeanAbsoluteError value on hold-out data: 0.048183128237724304
Epoch: 319
Loss on hold-out set: 0.005915995000783975
MeanAbsoluteError value on hold-out data: 0.05605556443333626
Epoch: 320
Loss on hold-out set: 0.005428870200412348
MeanAbsoluteError value on hold-out data: 0.05373472347855568
Epoch: 321
Loss on hold-out set: 0.006099917130389561
MeanAbsoluteError value on hold-out data: 0.056443095207214355
Epoch: 322
Loss on hold-out set: 0.0058957096503581856
MeanAbsoluteError value on hold-out data: 0.05686361342668533
Epoch: 323
Loss on hold-out set: 0.005333164117376631
MeanAbsoluteError value on hold-out data: 0.05421648174524307
Epoch: 324
Loss on hold-out set: 0.004598395786015317
MeanAbsoluteError value on hold-out data: 0.05077338218688965
Epoch: 325
Loss on hold-out set: 0.004836416782345623
MeanAbsoluteError value on hold-out data: 0.05056707561016083
Epoch: 326
Loss on hold-out set: 0.005620833770760025
MeanAbsoluteError value on hold-out data: 0.0534844771027565
Epoch: 327
Loss on hold-out set: 0.005820498828931401
MeanAbsoluteError value on hold-out data: 0.05529654771089554
Epoch: 328
Loss on hold-out set: 0.005895506253000349
MeanAbsoluteError value on hold-out data: 0.05664772540330887
Epoch: 329
Loss on hold-out set: 0.005522992759943009
MeanAbsoluteError value on hold-out data: 0.05420887470245361
Epoch: 330
Loss on hold-out set: 0.00719912662015607
MeanAbsoluteError value on hold-out data: 0.06241137906908989
Epoch: 331
Loss on hold-out set: 0.0055784418919938615
MeanAbsoluteError value on hold-out data: 0.054119858890771866
Epoch: 332
Loss on hold-out set: 0.0056477677721219754
MeanAbsoluteError value on hold-out data: 0.055569540709257126
Epoch: 333
Loss on hold-out set: 0.005600353941942255
MeanAbsoluteError value on hold-out data: 0.055630892515182495
Epoch: 334
Loss on hold-out set: 0.005834262920543552
MeanAbsoluteError value on hold-out data: 0.05584888532757759
Epoch: 335
Loss on hold-out set: 0.005732966642826795
MeanAbsoluteError value on hold-out data: 0.054002318531274796
Epoch: 336
Loss on hold-out set: 0.005360475856189926
MeanAbsoluteError value on hold-out data: 0.05362452194094658
Epoch: 337
Loss on hold-out set: 0.004982210627446572
MeanAbsoluteError value on hold-out data: 0.052271123975515366
Epoch: 338
Loss on hold-out set: 0.0053777601209003476
MeanAbsoluteError value on hold-out data: 0.05367428436875343
Epoch: 339
Loss on hold-out set: 0.004821410779453193
MeanAbsoluteError value on hold-out data: 0.050927434116601944
Epoch: 340
Loss on hold-out set: 0.005247094399916629
MeanAbsoluteError value on hold-out data: 0.05240415036678314
Epoch: 341
Loss on hold-out set: 0.00590583210461773
MeanAbsoluteError value on hold-out data: 0.054578620940446854
Epoch: 342
Loss on hold-out set: 0.0058226718136575074
MeanAbsoluteError value on hold-out data: 0.0547303706407547
Epoch: 343
Loss on hold-out set: 0.0048842445485449085
MeanAbsoluteError value on hold-out data: 0.05293089151382446
Epoch: 344
Loss on hold-out set: 0.00449354987025193
MeanAbsoluteError value on hold-out data: 0.047935325652360916
Epoch: 345
Loss on hold-out set: 0.004968163953065717
MeanAbsoluteError value on hold-out data: 0.05221753194928169
Epoch: 346
Loss on hold-out set: 0.004751187328365631
MeanAbsoluteError value on hold-out data: 0.05082957446575165
Epoch: 347
Loss on hold-out set: 0.0046650859125657
MeanAbsoluteError value on hold-out data: 0.04861629381775856
Epoch: 348
Loss on hold-out set: 0.00502900691179093
MeanAbsoluteError value on hold-out data: 0.05322211980819702
Epoch: 349
Loss on hold-out set: 0.005899816747987643
MeanAbsoluteError value on hold-out data: 0.05453173816204071
Epoch: 350
Loss on hold-out set: 0.0049354395957198
MeanAbsoluteError value on hold-out data: 0.052376531064510345
Epoch: 351
Loss on hold-out set: 0.0052816221544829504
MeanAbsoluteError value on hold-out data: 0.05353623628616333
Epoch: 352
Loss on hold-out set: 0.004905480288046723
MeanAbsoluteError value on hold-out data: 0.05135443061590195
Epoch: 353
Loss on hold-out set: 0.005101954921459159
MeanAbsoluteError value on hold-out data: 0.05117342621088028
Epoch: 354
Loss on hold-out set: 0.005049092748668045
MeanAbsoluteError value on hold-out data: 0.05177612975239754
Epoch: 355
Loss on hold-out set: 0.005052277613334203
MeanAbsoluteError value on hold-out data: 0.051172222942113876
Epoch: 356
Loss on hold-out set: 0.00519286984403152
MeanAbsoluteError value on hold-out data: 0.05208580568432808
Epoch: 357
Loss on hold-out set: 0.005004781264190872
MeanAbsoluteError value on hold-out data: 0.05345134064555168
Epoch: 358
Loss on hold-out set: 0.004458375817242389
MeanAbsoluteError value on hold-out data: 0.051079485565423965
Epoch: 359
Loss on hold-out set: 0.005639050208264962
MeanAbsoluteError value on hold-out data: 0.05430416017770767
Epoch: 360
Loss on hold-out set: 0.004477883649524301
MeanAbsoluteError value on hold-out data: 0.04907040670514107
Epoch: 361
Loss on hold-out set: 0.004777013822458685
MeanAbsoluteError value on hold-out data: 0.04951592534780502
Epoch: 362
Loss on hold-out set: 0.005600207528332248
MeanAbsoluteError value on hold-out data: 0.053527381271123886
Epoch: 363
Loss on hold-out set: 0.0041139075550017876
MeanAbsoluteError value on hold-out data: 0.04821762442588806
Epoch: 364
Loss on hold-out set: 0.005053739342062423
MeanAbsoluteError value on hold-out data: 0.05220968276262283
Epoch: 365
Loss on hold-out set: 0.003716162266597773
MeanAbsoluteError value on hold-out data: 0.046762336045503616
Epoch: 366
Loss on hold-out set: 0.004828595805835599
MeanAbsoluteError value on hold-out data: 0.050585683435201645
Epoch: 367
Loss on hold-out set: 0.004359842880900639
MeanAbsoluteError value on hold-out data: 0.04979880899190903
Epoch: 368
Loss on hold-out set: 0.005490908555172306
MeanAbsoluteError value on hold-out data: 0.05166919529438019
Epoch: 369
Loss on hold-out set: 0.004003262151964009
MeanAbsoluteError value on hold-out data: 0.04748739302158356
Epoch: 370
Loss on hold-out set: 0.004608493061192954
MeanAbsoluteError value on hold-out data: 0.04896470904350281
Epoch: 371
Loss on hold-out set: 0.004743534602069607
MeanAbsoluteError value on hold-out data: 0.050821851938962936
Epoch: 372
Loss on hold-out set: 0.0044713998248334975
MeanAbsoluteError value on hold-out data: 0.04804522916674614
Epoch: 373
Loss on hold-out set: 0.005094376005387554
MeanAbsoluteError value on hold-out data: 0.05284211039543152
Epoch: 374
Loss on hold-out set: 0.003860710094644067
MeanAbsoluteError value on hold-out data: 0.04617670550942421
Epoch: 375
Loss on hold-out set: 0.004601967966882512
MeanAbsoluteError value on hold-out data: 0.048140205442905426
Epoch: 376
Loss on hold-out set: 0.004002859157432492
MeanAbsoluteError value on hold-out data: 0.04810730740427971
Epoch: 377
Loss on hold-out set: 0.00440300213599888
MeanAbsoluteError value on hold-out data: 0.048019636422395706
Epoch: 378
Loss on hold-out set: 0.005393471915352469
MeanAbsoluteError value on hold-out data: 0.05350072309374809
Epoch: 379
Loss on hold-out set: 0.0049787540217706315
MeanAbsoluteError value on hold-out data: 0.04925018176436424
Epoch: 380
Loss on hold-out set: 0.004812718469183892
MeanAbsoluteError value on hold-out data: 0.05059355869889259
Epoch: 381
Loss on hold-out set: 0.005043917490499249
MeanAbsoluteError value on hold-out data: 0.05114268511533737
Epoch: 382
Loss on hold-out set: 0.004001439130515792
MeanAbsoluteError value on hold-out data: 0.046199698001146317
Epoch: 383
Loss on hold-out set: 0.004713625080961113
MeanAbsoluteError value on hold-out data: 0.04965919628739357
Epoch: 384
Loss on hold-out set: 0.005303000867910062
MeanAbsoluteError value on hold-out data: 0.052828170359134674
Epoch: 385
Loss on hold-out set: 0.003977137675586467
MeanAbsoluteError value on hold-out data: 0.046161044389009476
Epoch: 386
Loss on hold-out set: 0.004582802257452083
MeanAbsoluteError value on hold-out data: 0.05001654103398323
Epoch: 387
Loss on hold-out set: 0.004447033252605858
MeanAbsoluteError value on hold-out data: 0.04786905646324158
Epoch: 388
Loss on hold-out set: 0.004512162343792927
MeanAbsoluteError value on hold-out data: 0.04789450019598007
Epoch: 389
Loss on hold-out set: 0.004825157357457404
MeanAbsoluteError value on hold-out data: 0.05040563642978668
Epoch: 390
Loss on hold-out set: 0.0047872473722479
MeanAbsoluteError value on hold-out data: 0.051152437925338745
Epoch: 391
Loss on hold-out set: 0.0040824687418838344
MeanAbsoluteError value on hold-out data: 0.04867701232433319
Epoch: 392
Loss on hold-out set: 0.003988398783840239
MeanAbsoluteError value on hold-out data: 0.04465365782380104
Epoch: 393
Loss on hold-out set: 0.004188533251484235
MeanAbsoluteError value on hold-out data: 0.04664681479334831
Epoch: 394
Loss on hold-out set: 0.003671778130713695
MeanAbsoluteError value on hold-out data: 0.04543999955058098
Epoch: 395
Loss on hold-out set: 0.004691423646484812
MeanAbsoluteError value on hold-out data: 0.04914025962352753
Epoch: 396
Loss on hold-out set: 0.004020532459641496
MeanAbsoluteError value on hold-out data: 0.04768875613808632
Epoch: 397
Loss on hold-out set: 0.004026079859080103
MeanAbsoluteError value on hold-out data: 0.04500645771622658
Epoch: 398
Loss on hold-out set: 0.0034338455369773632
MeanAbsoluteError value on hold-out data: 0.04456513747572899
Epoch: 399
Loss on hold-out set: 0.0036194490276587506
MeanAbsoluteError value on hold-out data: 0.043684590607881546
Epoch: 400
Loss on hold-out set: 0.004799887783786592
MeanAbsoluteError value on hold-out data: 0.04949675872921944
Epoch: 401
Loss on hold-out set: 0.004460578902702158
MeanAbsoluteError value on hold-out data: 0.04867839068174362
Epoch: 402
Loss on hold-out set: 0.0038867304113227876
MeanAbsoluteError value on hold-out data: 0.04492655768990517
Epoch: 403
Loss on hold-out set: 0.004526461700637204
MeanAbsoluteError value on hold-out data: 0.04703032597899437
Epoch: 404
Loss on hold-out set: 0.004447629689627017
MeanAbsoluteError value on hold-out data: 0.04939204454421997
Epoch: 405
Loss on hold-out set: 0.0037497947737574577
MeanAbsoluteError value on hold-out data: 0.04477561637759209
Epoch: 406
Loss on hold-out set: 0.00455097288795514
MeanAbsoluteError value on hold-out data: 0.05023671314120293
Epoch: 407
Loss on hold-out set: 0.00374085287641113
MeanAbsoluteError value on hold-out data: 0.04427683725953102
Epoch: 408
Loss on hold-out set: 0.004140017321818353
MeanAbsoluteError value on hold-out data: 0.044844791293144226
Epoch: 409
Loss on hold-out set: 0.004115673388587311
MeanAbsoluteError value on hold-out data: 0.04689867049455643
Epoch: 410
Loss on hold-out set: 0.004165969470632263
MeanAbsoluteError value on hold-out data: 0.0466049462556839
Epoch: 411
Loss on hold-out set: 0.004199545848338555
MeanAbsoluteError value on hold-out data: 0.04847615584731102
Epoch: 412
Loss on hold-out set: 0.004382564486004412
MeanAbsoluteError value on hold-out data: 0.046865858137607574
Epoch: 413
Loss on hold-out set: 0.003728342743512864
MeanAbsoluteError value on hold-out data: 0.04391690716147423
Epoch: 414
Loss on hold-out set: 0.004320792258173848
MeanAbsoluteError value on hold-out data: 0.047756776213645935
Epoch: 415
Loss on hold-out set: 0.003898866306699347
MeanAbsoluteError value on hold-out data: 0.044294409453868866
Epoch: 416
Loss on hold-out set: 0.0036739776892742763
MeanAbsoluteError value on hold-out data: 0.04485020786523819
Epoch: 417
Loss on hold-out set: 0.004466565219239177
MeanAbsoluteError value on hold-out data: 0.04416854307055473
Epoch: 418
Loss on hold-out set: 0.004153736850518423
MeanAbsoluteError value on hold-out data: 0.04901238903403282
Epoch: 419
Loss on hold-out set: 0.004936082207520182
MeanAbsoluteError value on hold-out data: 0.04739084094762802
Epoch: 420
Loss on hold-out set: 0.003986136950940514
MeanAbsoluteError value on hold-out data: 0.04726868495345116
Epoch: 421
Loss on hold-out set: 0.004661889619116361
MeanAbsoluteError value on hold-out data: 0.046404559165239334
Epoch: 422
Loss on hold-out set: 0.004734403002851953
MeanAbsoluteError value on hold-out data: 0.0507177896797657
Epoch: 423
Loss on hold-out set: 0.003440362042747438
MeanAbsoluteError value on hold-out data: 0.043931055814027786
Epoch: 424
Loss on hold-out set: 0.004849895896428886
MeanAbsoluteError value on hold-out data: 0.04989107698202133
Epoch: 425
Loss on hold-out set: 0.0036027466790983453
MeanAbsoluteError value on hold-out data: 0.043805912137031555
Epoch: 426
Loss on hold-out set: 0.004396118928367893
MeanAbsoluteError value on hold-out data: 0.04670144245028496
Epoch: 427
Loss on hold-out set: 0.0039196979460151245
MeanAbsoluteError value on hold-out data: 0.04482995346188545
Epoch: 428
Loss on hold-out set: 0.003915562909290505
MeanAbsoluteError value on hold-out data: 0.04456386715173721
Epoch: 429
Loss on hold-out set: 0.003929775593181451
MeanAbsoluteError value on hold-out data: 0.046670492738485336
Epoch: 430
Loss on hold-out set: 0.0034596216888166964
MeanAbsoluteError value on hold-out data: 0.04309104382991791
Epoch: 431
Loss on hold-out set: 0.0032869679391539343
MeanAbsoluteError value on hold-out data: 0.043541863560676575
Epoch: 432
Loss on hold-out set: 0.0033827427655342035
MeanAbsoluteError value on hold-out data: 0.04315882921218872
Epoch: 433
Loss on hold-out set: 0.00408931259822566
MeanAbsoluteError value on hold-out data: 0.04655732586979866
Epoch: 434
Loss on hold-out set: 0.00422814907738939
MeanAbsoluteError value on hold-out data: 0.04844564571976662
Epoch: 435
Loss on hold-out set: 0.003201835001430785
MeanAbsoluteError value on hold-out data: 0.04296775907278061
Epoch: 436
Loss on hold-out set: 0.003446515523440515
MeanAbsoluteError value on hold-out data: 0.042310480028390884
Epoch: 437
Loss on hold-out set: 0.0034494097720016727
MeanAbsoluteError value on hold-out data: 0.04227082431316376
Epoch: 438
Loss on hold-out set: 0.004703670893019686
MeanAbsoluteError value on hold-out data: 0.04763360694050789
Epoch: 439
Loss on hold-out set: 0.004142089491069783
MeanAbsoluteError value on hold-out data: 0.044511109590530396
Epoch: 440
Loss on hold-out set: 0.00361856448793939
MeanAbsoluteError value on hold-out data: 0.04596475511789322
Epoch: 441
Loss on hold-out set: 0.0035564124191296287
MeanAbsoluteError value on hold-out data: 0.04483504593372345
Epoch: 442
Loss on hold-out set: 0.0037211019041327137
MeanAbsoluteError value on hold-out data: 0.0437469482421875
Epoch: 443
Loss on hold-out set: 0.0032534472246576723
MeanAbsoluteError value on hold-out data: 0.04174144193530083
Epoch: 444
Loss on hold-out set: 0.004098742401887042
MeanAbsoluteError value on hold-out data: 0.04750586301088333
Epoch: 445
Loss on hold-out set: 0.00426128334889654
MeanAbsoluteError value on hold-out data: 0.04343566298484802
Epoch: 446
Loss on hold-out set: 0.0043585573555416585
MeanAbsoluteError value on hold-out data: 0.049235597252845764
Epoch: 447
Loss on hold-out set: 0.004345576010333995
MeanAbsoluteError value on hold-out data: 0.04633573815226555
Epoch: 448
Loss on hold-out set: 0.003672110219098007
MeanAbsoluteError value on hold-out data: 0.044032465666532516
Epoch: 449
Loss on hold-out set: 0.0029820136430983744
MeanAbsoluteError value on hold-out data: 0.04074729233980179
Epoch: 450
Loss on hold-out set: 0.004009897579283764
MeanAbsoluteError value on hold-out data: 0.04523765668272972
Epoch: 451
Loss on hold-out set: 0.004084114655076215
MeanAbsoluteError value on hold-out data: 0.044184789061546326
Epoch: 452
Loss on hold-out set: 0.003155702218064107
MeanAbsoluteError value on hold-out data: 0.04046919569373131
Epoch: 453
Loss on hold-out set: 0.0034632513551817587
MeanAbsoluteError value on hold-out data: 0.04251473769545555
Epoch: 454
Loss on hold-out set: 0.00388620035451216
MeanAbsoluteError value on hold-out data: 0.04404524341225624
Epoch: 455
Loss on hold-out set: 0.004127174685127102
MeanAbsoluteError value on hold-out data: 0.04447992891073227
Epoch: 456
Loss on hold-out set: 0.0035934961537714117
MeanAbsoluteError value on hold-out data: 0.04290754348039627
Epoch: 457
Loss on hold-out set: 0.0036769889877177773
MeanAbsoluteError value on hold-out data: 0.039423272013664246
Epoch: 458
Loss on hold-out set: 0.003754990806725497
MeanAbsoluteError value on hold-out data: 0.0454329252243042
Epoch: 459
Loss on hold-out set: 0.003519417729936928
MeanAbsoluteError value on hold-out data: 0.041965581476688385
Epoch: 460
Loss on hold-out set: 0.0034563920206467933
MeanAbsoluteError value on hold-out data: 0.0426560714840889
Epoch: 461
Loss on hold-out set: 0.0031599785406918575
MeanAbsoluteError value on hold-out data: 0.04126087576150894
Epoch: 462
Loss on hold-out set: 0.0027997040211145455
MeanAbsoluteError value on hold-out data: 0.04012386128306389
Epoch: 463
Loss on hold-out set: 0.0037488184506461646
MeanAbsoluteError value on hold-out data: 0.04140115901827812
Epoch: 464
Loss on hold-out set: 0.004618207785339715
MeanAbsoluteError value on hold-out data: 0.04439049959182739
Epoch: 465
Loss on hold-out set: 0.003555365716650461
MeanAbsoluteError value on hold-out data: 0.04326748847961426
Epoch: 466
Loss on hold-out set: 0.003804602596598367
MeanAbsoluteError value on hold-out data: 0.04265255853533745
Epoch: 467
Loss on hold-out set: 0.002583054736799871
MeanAbsoluteError value on hold-out data: 0.03818799927830696
Epoch: 468
Loss on hold-out set: 0.003455292352397616
MeanAbsoluteError value on hold-out data: 0.04316538944840431
Epoch: 469
Loss on hold-out set: 0.0051236481196974635
MeanAbsoluteError value on hold-out data: 0.04911719635128975
Epoch: 470
Loss on hold-out set: 0.002982276774321993
MeanAbsoluteError value on hold-out data: 0.040490131825208664
Epoch: 471
Loss on hold-out set: 0.004253663493630787
MeanAbsoluteError value on hold-out data: 0.04665297642350197
Epoch: 472
Loss on hold-out set: 0.0032121631014160813
MeanAbsoluteError value on hold-out data: 0.04040353000164032
Epoch: 473
Loss on hold-out set: 0.003631791461763593
MeanAbsoluteError value on hold-out data: 0.04235916584730148
Epoch: 474
Loss on hold-out set: 0.0035012079891748728
MeanAbsoluteError value on hold-out data: 0.04215722158551216
Epoch: 475
Loss on hold-out set: 0.003221817764764031
MeanAbsoluteError value on hold-out data: 0.04187751188874245
Epoch: 476
Loss on hold-out set: 0.0038405093376059087
MeanAbsoluteError value on hold-out data: 0.04329511150717735
Epoch: 477
Loss on hold-out set: 0.003743779824192946
MeanAbsoluteError value on hold-out data: 0.044165436178445816
Epoch: 478
Loss on hold-out set: 0.003945026256066436
MeanAbsoluteError value on hold-out data: 0.04362156242132187
Epoch: 479
Loss on hold-out set: 0.003198670276130239
MeanAbsoluteError value on hold-out data: 0.041759245097637177
Epoch: 480
Loss on hold-out set: 0.0034287917043548076
MeanAbsoluteError value on hold-out data: 0.04263344034552574
Epoch: 481
Loss on hold-out set: 0.002674644805956632
MeanAbsoluteError value on hold-out data: 0.03926275670528412
Epoch: 482
Loss on hold-out set: 0.003823702259299656
MeanAbsoluteError value on hold-out data: 0.043316762894392014
Epoch: 483
Loss on hold-out set: 0.0036693944324118397
MeanAbsoluteError value on hold-out data: 0.042384639382362366
Epoch: 484
Loss on hold-out set: 0.0038927321368828417
MeanAbsoluteError value on hold-out data: 0.04452137649059296
Epoch: 485
Loss on hold-out set: 0.003214882774918806
MeanAbsoluteError value on hold-out data: 0.040762338787317276
Epoch: 486
Loss on hold-out set: 0.004235072666003059
MeanAbsoluteError value on hold-out data: 0.04522889479994774
Epoch: 487
Loss on hold-out set: 0.0031646908451997053
MeanAbsoluteError value on hold-out data: 0.03833958879113197
Epoch: 488
Loss on hold-out set: 0.0032343126647174356
MeanAbsoluteError value on hold-out data: 0.04006025940179825
Epoch: 489
Loss on hold-out set: 0.0038846822197471436
MeanAbsoluteError value on hold-out data: 0.04294447973370552
Epoch: 490
Loss on hold-out set: 0.0036978814478303926
MeanAbsoluteError value on hold-out data: 0.043055567890405655
Epoch: 491
Loss on hold-out set: 0.003559569806869452
MeanAbsoluteError value on hold-out data: 0.04284949228167534
Epoch: 492
Loss on hold-out set: 0.0034035103804975126
MeanAbsoluteError value on hold-out data: 0.040356848388910294
Epoch: 493
Loss on hold-out set: 0.0037139637403500575
MeanAbsoluteError value on hold-out data: 0.040935635566711426
Epoch: 494
Loss on hold-out set: 0.0031093842322782923
MeanAbsoluteError value on hold-out data: 0.0392162911593914
Epoch: 495
Loss on hold-out set: 0.004223101412353571
MeanAbsoluteError value on hold-out data: 0.044859230518341064
Epoch: 496
Loss on hold-out set: 0.003126073768750454
MeanAbsoluteError value on hold-out data: 0.0399882048368454
Epoch: 497
Loss on hold-out set: 0.0030069677508436144
MeanAbsoluteError value on hold-out data: 0.04025106504559517
Epoch: 498
Loss on hold-out set: 0.003689635299379006
MeanAbsoluteError value on hold-out data: 0.041509632021188736
Epoch: 499
Loss on hold-out set: 0.0025947539715950067
MeanAbsoluteError value on hold-out data: 0.03860814496874809
Epoch: 500
Loss on hold-out set: 0.0035292484941116223
MeanAbsoluteError value on hold-out data: 0.040413107722997665
Epoch: 501
Loss on hold-out set: 0.0033994166838238016
MeanAbsoluteError value on hold-out data: 0.03797990828752518
Epoch: 502
Loss on hold-out set: 0.003880816704283158
MeanAbsoluteError value on hold-out data: 0.042878955602645874
Epoch: 503
Loss on hold-out set: 0.0028635062100753807
MeanAbsoluteError value on hold-out data: 0.039023928344249725
Epoch: 504
Loss on hold-out set: 0.003858821497997269
MeanAbsoluteError value on hold-out data: 0.041109200567007065
Epoch: 505
Loss on hold-out set: 0.003647403067734558
MeanAbsoluteError value on hold-out data: 0.03938676044344902
Epoch: 506
Loss on hold-out set: 0.003131780900779025
MeanAbsoluteError value on hold-out data: 0.03793078660964966
Epoch: 507
Loss on hold-out set: 0.0029508093073188015
MeanAbsoluteError value on hold-out data: 0.03936532512307167
Epoch: 508
Loss on hold-out set: 0.0037773124045149113
MeanAbsoluteError value on hold-out data: 0.04119820520281792
Epoch: 509
Loss on hold-out set: 0.0028848621315167595
MeanAbsoluteError value on hold-out data: 0.0395980142056942
Epoch: 510
Loss on hold-out set: 0.0029030880947054053
MeanAbsoluteError value on hold-out data: 0.03899470716714859
Epoch: 511
Loss on hold-out set: 0.002892567329108715
MeanAbsoluteError value on hold-out data: 0.03805651143193245
Epoch: 512
Loss on hold-out set: 0.003269017390363539
MeanAbsoluteError value on hold-out data: 0.041934382170438766
Epoch: 513
Loss on hold-out set: 0.003663093800811718
MeanAbsoluteError value on hold-out data: 0.041761450469493866
Epoch: 514
Loss on hold-out set: 0.0030581100983545183
MeanAbsoluteError value on hold-out data: 0.038403939455747604
Epoch: 515
Loss on hold-out set: 0.00300683163824336
MeanAbsoluteError value on hold-out data: 0.03912937268614769
Epoch: 516
Loss on hold-out set: 0.0038322267427186793
MeanAbsoluteError value on hold-out data: 0.042545463889837265
Epoch: 517
Loss on hold-out set: 0.0021610461268574
MeanAbsoluteError value on hold-out data: 0.03506942838430405
Epoch: 518
Loss on hold-out set: 0.0033518976407746473
MeanAbsoluteError value on hold-out data: 0.039152976125478745
Epoch: 519
Loss on hold-out set: 0.0034086512733483686
MeanAbsoluteError value on hold-out data: 0.04177973419427872
Epoch: 520
Loss on hold-out set: 0.0037951789576618467
MeanAbsoluteError value on hold-out data: 0.040681593120098114
Epoch: 521
Loss on hold-out set: 0.0030292517334843676
MeanAbsoluteError value on hold-out data: 0.041715897619724274
Epoch: 522
Loss on hold-out set: 0.002942196083798384
MeanAbsoluteError value on hold-out data: 0.0373067744076252
Epoch: 523
Loss on hold-out set: 0.004459589174754607
MeanAbsoluteError value on hold-out data: 0.04370107501745224
Epoch: 524
Loss on hold-out set: 0.0029886361663617814
MeanAbsoluteError value on hold-out data: 0.0394153818488121
Epoch: 525
Loss on hold-out set: 0.003326278114691377
MeanAbsoluteError value on hold-out data: 0.04102853313088417
Epoch: 526
Loss on hold-out set: 0.0038420971020241266
MeanAbsoluteError value on hold-out data: 0.03926499933004379
Epoch: 527
Loss on hold-out set: 0.002916388390197729
MeanAbsoluteError value on hold-out data: 0.038603994995355606
Epoch: 528
Loss on hold-out set: 0.004020976705651265
MeanAbsoluteError value on hold-out data: 0.04358756169676781
Epoch: 529
Loss on hold-out set: 0.0035401019197888674
MeanAbsoluteError value on hold-out data: 0.04229728505015373
Epoch: 530
Loss on hold-out set: 0.003164664273887562
MeanAbsoluteError value on hold-out data: 0.039786793291568756
Epoch: 531
Loss on hold-out set: 0.0027850500753265808
MeanAbsoluteError value on hold-out data: 0.0381118580698967
Epoch: 532
Loss on hold-out set: 0.002770470726148536
MeanAbsoluteError value on hold-out data: 0.038859106600284576
Epoch: 533
Loss on hold-out set: 0.003230806189433982
MeanAbsoluteError value on hold-out data: 0.04170946404337883
Epoch: 534
Loss on hold-out set: 0.002527464552937696
MeanAbsoluteError value on hold-out data: 0.03604631870985031
Epoch: 535
Loss on hold-out set: 0.0033501291173161007
MeanAbsoluteError value on hold-out data: 0.03881179913878441
Epoch: 536
Loss on hold-out set: 0.003114955558460982
MeanAbsoluteError value on hold-out data: 0.03715972229838371
Epoch: 537
Loss on hold-out set: 0.004606876414036378
MeanAbsoluteError value on hold-out data: 0.04421071335673332
Epoch: 538
Loss on hold-out set: 0.0031238451720855664
MeanAbsoluteError value on hold-out data: 0.038017675280570984
Epoch: 539
Loss on hold-out set: 0.0033423204217494155
MeanAbsoluteError value on hold-out data: 0.04022853076457977
Epoch: 540
Loss on hold-out set: 0.0030578490573680028
MeanAbsoluteError value on hold-out data: 0.036627545952796936
Epoch: 541
Loss on hold-out set: 0.0032051411197850637
MeanAbsoluteError value on hold-out data: 0.04035576432943344
Epoch: 542
Loss on hold-out set: 0.0035022363750613294
MeanAbsoluteError value on hold-out data: 0.04077049717307091
Epoch: 543
Loss on hold-out set: 0.0032042620796710252
MeanAbsoluteError value on hold-out data: 0.040438681840896606
Epoch: 544
Loss on hold-out set: 0.002145957164854432
MeanAbsoluteError value on hold-out data: 0.03479454293847084
Epoch: 545
Loss on hold-out set: 0.002397048460455456
MeanAbsoluteError value on hold-out data: 0.037807684391736984
Epoch: 546
Loss on hold-out set: 0.00279195970845952
MeanAbsoluteError value on hold-out data: 0.037420716136693954
Epoch: 547
Loss on hold-out set: 0.004084207574778702
MeanAbsoluteError value on hold-out data: 0.04169585183262825
Epoch: 548
Loss on hold-out set: 0.002930300702379706
MeanAbsoluteError value on hold-out data: 0.03830117732286453
Epoch: 549
Loss on hold-out set: 0.0029365466889188004
MeanAbsoluteError value on hold-out data: 0.037832606583833694
Epoch: 550
Loss on hold-out set: 0.0030527039736140673
MeanAbsoluteError value on hold-out data: 0.03781356289982796
Epoch: 551
Loss on hold-out set: 0.0027835921273799613
MeanAbsoluteError value on hold-out data: 0.036722853779792786
Epoch: 552
Loss on hold-out set: 0.003410105241734224
MeanAbsoluteError value on hold-out data: 0.03943988308310509
Epoch: 553
Loss on hold-out set: 0.0031966850142149876
MeanAbsoluteError value on hold-out data: 0.039910055696964264
Epoch: 554
Loss on hold-out set: 0.0031837205087261585
MeanAbsoluteError value on hold-out data: 0.038625381886959076
Epoch: 555
Loss on hold-out set: 0.0033753176695123935
MeanAbsoluteError value on hold-out data: 0.041457649320364
Epoch: 556
Loss on hold-out set: 0.0025605812420447667
MeanAbsoluteError value on hold-out data: 0.03614519536495209
Epoch: 557
Loss on hold-out set: 0.0027412969816941767
MeanAbsoluteError value on hold-out data: 0.03636885806918144
Epoch: 558
Loss on hold-out set: 0.00289959963595417
MeanAbsoluteError value on hold-out data: 0.03884003311395645
Epoch: 559
Loss on hold-out set: 0.0032561168518926327
MeanAbsoluteError value on hold-out data: 0.038703352212905884
Epoch: 560
Loss on hold-out set: 0.0028766299043005952
MeanAbsoluteError value on hold-out data: 0.03919006511569023
Epoch: 561
Loss on hold-out set: 0.0028072366749014085
MeanAbsoluteError value on hold-out data: 0.03515048697590828
Epoch: 562
Loss on hold-out set: 0.002531616331834812
MeanAbsoluteError value on hold-out data: 0.03450624644756317
Epoch: 563
Loss on hold-out set: 0.0027691384603773864
MeanAbsoluteError value on hold-out data: 0.03815485164523125
Epoch: 564
Loss on hold-out set: 0.002685631548229139
MeanAbsoluteError value on hold-out data: 0.038654159754514694
Epoch: 565
Loss on hold-out set: 0.0026615627926851932
MeanAbsoluteError value on hold-out data: 0.03633473441004753
Epoch: 566
Loss on hold-out set: 0.003663108548692738
MeanAbsoluteError value on hold-out data: 0.04047146439552307
Epoch: 567
Loss on hold-out set: 0.0028412893723968108
MeanAbsoluteError value on hold-out data: 0.03756363317370415
Epoch: 568
Loss on hold-out set: 0.0022209025863170005
MeanAbsoluteError value on hold-out data: 0.034152206033468246
Epoch: 569
Loss on hold-out set: 0.0028903245989931746
MeanAbsoluteError value on hold-out data: 0.038166504353284836
Epoch: 570
Loss on hold-out set: 0.002739488732768223
MeanAbsoluteError value on hold-out data: 0.03935005143284798
Epoch: 571
Loss on hold-out set: 0.002566843641398009
MeanAbsoluteError value on hold-out data: 0.034930065274238586
Epoch: 572
Loss on hold-out set: 0.0025664803659310566
MeanAbsoluteError value on hold-out data: 0.03543281555175781
Epoch: 573
Loss on hold-out set: 0.0023523926196503454
MeanAbsoluteError value on hold-out data: 0.03391188010573387
Epoch: 574
Loss on hold-out set: 0.0030441439469965797
MeanAbsoluteError value on hold-out data: 0.03770194947719574
Epoch: 575
Loss on hold-out set: 0.00311141842782187
MeanAbsoluteError value on hold-out data: 0.03790624439716339
Epoch: 576
Loss on hold-out set: 0.0029694395190745125
MeanAbsoluteError value on hold-out data: 0.035288192331790924
Epoch: 577
Loss on hold-out set: 0.003193161778035574
MeanAbsoluteError value on hold-out data: 0.03730851039290428
Epoch: 578
Loss on hold-out set: 0.002908305793146913
MeanAbsoluteError value on hold-out data: 0.038614775985479355
Epoch: 579
Loss on hold-out set: 0.0022698236721529004
MeanAbsoluteError value on hold-out data: 0.03576363995671272
Epoch: 580
Loss on hold-out set: 0.0025487799325492233
MeanAbsoluteError value on hold-out data: 0.03761705011129379
Epoch: 581
Loss on hold-out set: 0.0031122293283503194
MeanAbsoluteError value on hold-out data: 0.038613855838775635
Epoch: 582
Loss on hold-out set: 0.002901064879260957
MeanAbsoluteError value on hold-out data: 0.03853882849216461
Epoch: 583
Loss on hold-out set: 0.0033262067380322455
MeanAbsoluteError value on hold-out data: 0.03975207731127739
Epoch: 584
Loss on hold-out set: 0.0031769845860738616
MeanAbsoluteError value on hold-out data: 0.037662554532289505
Epoch: 585
Loss on hold-out set: 0.0020505443343427033
MeanAbsoluteError value on hold-out data: 0.03188379108905792
Epoch: 586
Loss on hold-out set: 0.0023758400244211467
MeanAbsoluteError value on hold-out data: 0.035270947962999344
Epoch: 587
Loss on hold-out set: 0.0019482657639309764
MeanAbsoluteError value on hold-out data: 0.03245615214109421
Epoch: 588
Loss on hold-out set: 0.003238281271866678
MeanAbsoluteError value on hold-out data: 0.03987305983901024
Epoch: 589
Loss on hold-out set: 0.003023960639256984
MeanAbsoluteError value on hold-out data: 0.03499855846166611
Epoch: 590
Loss on hold-out set: 0.0028788887864599627
MeanAbsoluteError value on hold-out data: 0.03788550943136215
Epoch: 591
Loss on hold-out set: 0.002841126522786605
MeanAbsoluteError value on hold-out data: 0.03381330892443657
Epoch: 592
Loss on hold-out set: 0.003944419438097005
MeanAbsoluteError value on hold-out data: 0.03954711928963661
Epoch: 593
Loss on hold-out set: 0.0025910990128371245
MeanAbsoluteError value on hold-out data: 0.03766221925616264
Epoch: 594
Loss on hold-out set: 0.0029602350605030855
MeanAbsoluteError value on hold-out data: 0.03628004714846611
Epoch: 595
Loss on hold-out set: 0.0027504789425681036
MeanAbsoluteError value on hold-out data: 0.036919161677360535
Epoch: 596
Loss on hold-out set: 0.00303344716259744
MeanAbsoluteError value on hold-out data: 0.036350760608911514
Epoch: 597
Loss on hold-out set: 0.0036592695486615413
MeanAbsoluteError value on hold-out data: 0.03779316321015358
Epoch: 598
Loss on hold-out set: 0.0023462298947076
MeanAbsoluteError value on hold-out data: 0.033908601850271225
Epoch: 599
Loss on hold-out set: 0.0030647061006554093
MeanAbsoluteError value on hold-out data: 0.03804575651884079
Epoch: 600
Loss on hold-out set: 0.0028413232115174956
MeanAbsoluteError value on hold-out data: 0.0361417755484581
Epoch: 601
Loss on hold-out set: 0.0022693271005603797
MeanAbsoluteError value on hold-out data: 0.033051542937755585
Epoch: 602
Loss on hold-out set: 0.003520074226350213
MeanAbsoluteError value on hold-out data: 0.038768213242292404
Epoch: 603
Loss on hold-out set: 0.0028250988918201375
MeanAbsoluteError value on hold-out data: 0.038150399923324585
Epoch: 604
Loss on hold-out set: 0.0025227940330902737
MeanAbsoluteError value on hold-out data: 0.035906653851270676
Epoch: 605
Loss on hold-out set: 0.003150958646147046
MeanAbsoluteError value on hold-out data: 0.03717193007469177
Epoch: 606
Loss on hold-out set: 0.0031878013134701176
MeanAbsoluteError value on hold-out data: 0.0369345098733902
Epoch: 607
Loss on hold-out set: 0.0032775402095285245
MeanAbsoluteError value on hold-out data: 0.03630787134170532
Epoch: 608
Loss on hold-out set: 0.0026567928098180952
MeanAbsoluteError value on hold-out data: 0.03680050000548363
Epoch: 609
Loss on hold-out set: 0.003151232706538091
MeanAbsoluteError value on hold-out data: 0.03580523282289505
Epoch: 610
Loss on hold-out set: 0.0023899471984865765
MeanAbsoluteError value on hold-out data: 0.035515714436769485
Epoch: 611
Loss on hold-out set: 0.002668574784183875
MeanAbsoluteError value on hold-out data: 0.03603401780128479
Epoch: 612
Loss on hold-out set: 0.003298851511402366
MeanAbsoluteError value on hold-out data: 0.03792544826865196
Epoch: 613
Loss on hold-out set: 0.0033145415344430756
MeanAbsoluteError value on hold-out data: 0.03896249830722809
Epoch: 614
Loss on hold-out set: 0.0027679327588581754
MeanAbsoluteError value on hold-out data: 0.03671042621135712
Epoch: 615
Loss on hold-out set: 0.002349314423239169
MeanAbsoluteError value on hold-out data: 0.033315304666757584
Epoch: 616
Loss on hold-out set: 0.002450238779808084
MeanAbsoluteError value on hold-out data: 0.034055195748806
Epoch: 617
Loss on hold-out set: 0.0026528347842395307
MeanAbsoluteError value on hold-out data: 0.03615640476346016
Epoch: 618
Loss on hold-out set: 0.0026092924870802867
MeanAbsoluteError value on hold-out data: 0.03574932739138603
Epoch: 619
Loss on hold-out set: 0.002565679483329101
MeanAbsoluteError value on hold-out data: 0.03327774256467819
Epoch: 620
Loss on hold-out set: 0.0030668428466500094
MeanAbsoluteError value on hold-out data: 0.03732077777385712
Epoch: 621
Loss on hold-out set: 0.003128779137817522
MeanAbsoluteError value on hold-out data: 0.03834445774555206
Epoch: 622
Loss on hold-out set: 0.0028742394849541595
MeanAbsoluteError value on hold-out data: 0.035641998052597046
Epoch: 623
Loss on hold-out set: 0.002814082451610981
MeanAbsoluteError value on hold-out data: 0.03392632305622101
Epoch: 624
Loss on hold-out set: 0.002235715729960551
MeanAbsoluteError value on hold-out data: 0.033201321959495544
Epoch: 625
Loss on hold-out set: 0.0026128110704788316
MeanAbsoluteError value on hold-out data: 0.03302249684929848
Epoch: 626
Loss on hold-out set: 0.0025514109704333045
MeanAbsoluteError value on hold-out data: 0.03575143963098526
Epoch: 627
Loss on hold-out set: 0.0019731716056897615
MeanAbsoluteError value on hold-out data: 0.031460296362638474
Epoch: 628
Loss on hold-out set: 0.0024090273746211702
MeanAbsoluteError value on hold-out data: 0.03441359102725983
Epoch: 629
Loss on hold-out set: 0.002274553313618526
MeanAbsoluteError value on hold-out data: 0.035027481615543365
Epoch: 630
Loss on hold-out set: 0.002195110821048729
MeanAbsoluteError value on hold-out data: 0.03381675109267235
Epoch: 631
Loss on hold-out set: 0.0027135872707003727
MeanAbsoluteError value on hold-out data: 0.03494028374552727
Epoch: 632
Loss on hold-out set: 0.0033280647177889476
MeanAbsoluteError value on hold-out data: 0.035801466554403305
Epoch: 633
Loss on hold-out set: 0.0025189667628728787
MeanAbsoluteError value on hold-out data: 0.034184668213129044
Epoch: 634
Loss on hold-out set: 0.003549959229809853
MeanAbsoluteError value on hold-out data: 0.03632392734289169
Epoch: 635
Loss on hold-out set: 0.0024756785400677473
MeanAbsoluteError value on hold-out data: 0.03259139135479927
Epoch: 636
Loss on hold-out set: 0.0024545967303371678
MeanAbsoluteError value on hold-out data: 0.03498832881450653
Epoch: 637
Loss on hold-out set: 0.0023581666089012286
MeanAbsoluteError value on hold-out data: 0.03484021872282028
Epoch: 638
Loss on hold-out set: 0.0022501962425303646
MeanAbsoluteError value on hold-out data: 0.03260527178645134
Epoch: 639
Loss on hold-out set: 0.0029421381487433488
MeanAbsoluteError value on hold-out data: 0.0375816635787487
Epoch: 640
Loss on hold-out set: 0.002718140718206996
MeanAbsoluteError value on hold-out data: 0.033200155943632126
Epoch: 641
Loss on hold-out set: 0.0021372770390977775
MeanAbsoluteError value on hold-out data: 0.030901068821549416
Epoch: 642
Loss on hold-out set: 0.0030136692587014596
MeanAbsoluteError value on hold-out data: 0.0357186496257782
Epoch: 643
Loss on hold-out set: 0.002828675277317719
MeanAbsoluteError value on hold-out data: 0.03554448485374451
Epoch: 644
Loss on hold-out set: 0.0029852146736811845
MeanAbsoluteError value on hold-out data: 0.03355846554040909
Epoch: 645
Loss on hold-out set: 0.003626620795209116
MeanAbsoluteError value on hold-out data: 0.040328580886125565
Epoch: 646
Loss on hold-out set: 0.0021852926574259376
MeanAbsoluteError value on hold-out data: 0.032985057681798935
Epoch: 647
Loss on hold-out set: 0.0036173669407920292
MeanAbsoluteError value on hold-out data: 0.038435038179159164
Epoch: 648
Loss on hold-out set: 0.0032907715785161903
MeanAbsoluteError value on hold-out data: 0.03769252449274063
Epoch: 649
Loss on hold-out set: 0.003273676100555652
MeanAbsoluteError value on hold-out data: 0.03842663764953613
Epoch: 650
Loss on hold-out set: 0.0024795118917245416
MeanAbsoluteError value on hold-out data: 0.03370285406708717
Epoch: 651
Loss on hold-out set: 0.0029864721331978217
MeanAbsoluteError value on hold-out data: 0.03595346584916115
Early stopping at epoch 650
Returned to Spot: Validation loss: 0.0029864721331978217
----------------------------------------------
spotPython tuning: 0.002448537156420858 [####------] 44.26%
config: {'_L_in': 10, '_L_out': 1, 'l1': 64, 'dropout_prob': 0.5862285224983332, 'lr_mult': 1.5554814789918248, 'batch_size': 16, 'epochs': 16, 'k_folds': 1, 'patience': 32, 'optimizer': 'Adam', 'sgd_momentum': 0.9999911454869796}
Epoch: 1
Loss on hold-out set: 0.0572335967107823
MeanAbsoluteError value on hold-out data: 0.19061271846294403
Epoch: 2
Loss on hold-out set: 0.04880031815877086
MeanAbsoluteError value on hold-out data: 0.17602798342704773
Epoch: 3
Loss on hold-out set: 0.03458283243602828
MeanAbsoluteError value on hold-out data: 0.14755748212337494
Epoch: 4
Loss on hold-out set: 0.03347643209915412
MeanAbsoluteError value on hold-out data: 0.1455538272857666
Epoch: 5
Loss on hold-out set: 0.0326741885295824
MeanAbsoluteError value on hold-out data: 0.1423811912536621
Epoch: 6
Loss on hold-out set: 0.0360683840454409
MeanAbsoluteError value on hold-out data: 0.15094976127147675
Epoch: 7
Loss on hold-out set: 0.030091669508501104
MeanAbsoluteError value on hold-out data: 0.1363944560289383
Epoch: 8
Loss on hold-out set: 0.026235184583224748
MeanAbsoluteError value on hold-out data: 0.12690986692905426
Epoch: 9
Loss on hold-out set: 0.028074598822154496
MeanAbsoluteError value on hold-out data: 0.1316339671611786
Epoch: 10
Loss on hold-out set: 0.023187176103850727
MeanAbsoluteError value on hold-out data: 0.12062319368124008
Epoch: 11
Loss on hold-out set: 0.02740342875844554
MeanAbsoluteError value on hold-out data: 0.13015790283679962
Epoch: 12
Loss on hold-out set: 0.023566591406339092
MeanAbsoluteError value on hold-out data: 0.12464524805545807
Epoch: 13
Loss on hold-out set: 0.026229703308720338
MeanAbsoluteError value on hold-out data: 0.13225507736206055
Epoch: 14
Loss on hold-out set: 0.024228400207663838
MeanAbsoluteError value on hold-out data: 0.12148460745811462
Epoch: 15
Loss on hold-out set: 0.0216039060860088
MeanAbsoluteError value on hold-out data: 0.1167241632938385
Epoch: 16
Loss on hold-out set: 0.02284031518195805
MeanAbsoluteError value on hold-out data: 0.1232319101691246
Returned to Spot: Validation loss: 0.02284031518195805
----------------------------------------------
spotPython tuning: 0.002448537156420858 [#####-----] 45.75%
config: {'_L_in': 10, '_L_out': 1, 'l1': 8, 'dropout_prob': 0.0069015211553314915, 'lr_mult': 7.970268328089858, 'batch_size': 2, 'epochs': 2048, 'k_folds': 1, 'patience': 128, 'optimizer': 'Adam', 'sgd_momentum': 0.9578525252637498}
Epoch: 1
Loss on hold-out set: 0.02092285260441713
MeanAbsoluteError value on hold-out data: 0.1146017462015152
Epoch: 2
Loss on hold-out set: 0.013634141430423673
MeanAbsoluteError value on hold-out data: 0.09375110268592834
Epoch: 3
Loss on hold-out set: 0.011750058703716301
MeanAbsoluteError value on hold-out data: 0.09040886908769608
Epoch: 4
Loss on hold-out set: 0.0054804188978596355
MeanAbsoluteError value on hold-out data: 0.04988889768719673
Epoch: 5
Loss on hold-out set: 0.0026737942967217047
MeanAbsoluteError value on hold-out data: 0.026754284277558327
Epoch: 6
Loss on hold-out set: 0.0017523474673165158
MeanAbsoluteError value on hold-out data: 0.030596742406487465
Epoch: 7
Loss on hold-out set: 0.0029773195170613082
MeanAbsoluteError value on hold-out data: 0.023891951888799667
Epoch: 8
Loss on hold-out set: 0.0010845754994041575
MeanAbsoluteError value on hold-out data: 0.019254008308053017
Epoch: 9
Loss on hold-out set: 0.003402378725187797
MeanAbsoluteError value on hold-out data: 0.017706580460071564
Epoch: 10
Loss on hold-out set: 0.004773740152983616
MeanAbsoluteError value on hold-out data: 0.02747419662773609
Epoch: 11
Loss on hold-out set: 0.0016962209530917486
MeanAbsoluteError value on hold-out data: 0.017868198454380035
Epoch: 12
Loss on hold-out set: 0.0008102038040419757
MeanAbsoluteError value on hold-out data: 0.010152751579880714
Epoch: 13
Loss on hold-out set: 0.001452196267123611
MeanAbsoluteError value on hold-out data: 0.012285852804780006
Epoch: 14
Loss on hold-out set: 0.0028377215080566506
MeanAbsoluteError value on hold-out data: 0.02120969630777836
Epoch: 15
Loss on hold-out set: 0.0019558201556598457
MeanAbsoluteError value on hold-out data: 0.023855989798903465
Epoch: 16
Loss on hold-out set: 0.0010332221696258634
MeanAbsoluteError value on hold-out data: 0.011456582695245743
Epoch: 17
Loss on hold-out set: 0.0017326443039924774
MeanAbsoluteError value on hold-out data: 0.014112650416791439
Epoch: 18
Loss on hold-out set: 0.0008864227646120544
MeanAbsoluteError value on hold-out data: 0.011485223658382893
Epoch: 19
Loss on hold-out set: 0.0010686193669729013
MeanAbsoluteError value on hold-out data: 0.020814495161175728
Epoch: 20
Loss on hold-out set: 0.0029554931304301133
MeanAbsoluteError value on hold-out data: 0.03208798170089722
Epoch: 21
Loss on hold-out set: 0.0007651093812050172
MeanAbsoluteError value on hold-out data: 0.01471102423965931
Epoch: 22
Loss on hold-out set: 0.0010255831865885058
MeanAbsoluteError value on hold-out data: 0.01848730631172657
Epoch: 23
Loss on hold-out set: 0.0009175381684417516
MeanAbsoluteError value on hold-out data: 0.009072590619325638
Epoch: 24
Loss on hold-out set: 0.000810350053863805
MeanAbsoluteError value on hold-out data: 0.012996717356145382
Epoch: 25
Loss on hold-out set: 0.0027474827097224382
MeanAbsoluteError value on hold-out data: 0.044641733169555664
Epoch: 26
Loss on hold-out set: 0.001062720971908675
MeanAbsoluteError value on hold-out data: 0.01871926337480545
Epoch: 27
Loss on hold-out set: 0.0005751521757231259
MeanAbsoluteError value on hold-out data: 0.00707821361720562
Epoch: 28
Loss on hold-out set: 0.000889527910342925
MeanAbsoluteError value on hold-out data: 0.0193683672696352
Epoch: 29
Loss on hold-out set: 0.0009707597854276173
MeanAbsoluteError value on hold-out data: 0.014790620654821396
Epoch: 30
Loss on hold-out set: 0.0013263936230515582
MeanAbsoluteError value on hold-out data: 0.014634251594543457
Epoch: 31
Loss on hold-out set: 0.0007925350459716896
MeanAbsoluteError value on hold-out data: 0.009505528025329113
Epoch: 32
Loss on hold-out set: 0.00029652956487277986
MeanAbsoluteError value on hold-out data: 0.008249268867075443
Epoch: 33
Loss on hold-out set: 0.000647970241910419
MeanAbsoluteError value on hold-out data: 0.011072037741541862
Epoch: 34
Loss on hold-out set: 0.0004935446487890024
MeanAbsoluteError value on hold-out data: 0.007784381043165922
Epoch: 35
Loss on hold-out set: 0.001585080690739081
MeanAbsoluteError value on hold-out data: 0.013743359595537186
Epoch: 36
Loss on hold-out set: 0.0010728664959037814
MeanAbsoluteError value on hold-out data: 0.017464805394411087
Epoch: 37
Loss on hold-out set: 0.0007101948491496538
MeanAbsoluteError value on hold-out data: 0.021122070029377937
Epoch: 38
Loss on hold-out set: 0.0006075375693671959
MeanAbsoluteError value on hold-out data: 0.011539697647094727
Epoch: 39
Loss on hold-out set: 0.0009781583661379045
MeanAbsoluteError value on hold-out data: 0.01829320192337036
Epoch: 40
Loss on hold-out set: 0.002771659743402779
MeanAbsoluteError value on hold-out data: 0.04522539675235748
Epoch: 41
Loss on hold-out set: 0.0015556226370002453
MeanAbsoluteError value on hold-out data: 0.028369547799229622
Epoch: 42
Loss on hold-out set: 0.0007005119051943135
MeanAbsoluteError value on hold-out data: 0.012294738553464413
Epoch: 43
Loss on hold-out set: 0.001491433840553024
MeanAbsoluteError value on hold-out data: 0.03112206794321537
Epoch: 44
Loss on hold-out set: 0.0012882206677238628
MeanAbsoluteError value on hold-out data: 0.012075093574821949
Epoch: 45
Loss on hold-out set: 0.000758982926858304
MeanAbsoluteError value on hold-out data: 0.013685782440006733
Epoch: 46
Loss on hold-out set: 0.0028649326579049256
MeanAbsoluteError value on hold-out data: 0.04202262684702873
Epoch: 47
Loss on hold-out set: 0.0008751798013675701
MeanAbsoluteError value on hold-out data: 0.01870112679898739
Epoch: 48
Loss on hold-out set: 0.0016312295893537035
MeanAbsoluteError value on hold-out data: 0.02633744291961193
Epoch: 49
Loss on hold-out set: 0.0008995725256863807
MeanAbsoluteError value on hold-out data: 0.02173236757516861
Epoch: 50
Loss on hold-out set: 0.002481167133434307
MeanAbsoluteError value on hold-out data: 0.04014003649353981
Epoch: 51
Loss on hold-out set: 0.0013634080530694822
MeanAbsoluteError value on hold-out data: 0.026053238660097122
Epoch: 52
Loss on hold-out set: 0.0024352625495521352
MeanAbsoluteError value on hold-out data: 0.04559174180030823
Epoch: 53
Loss on hold-out set: 0.0005596955582260914
MeanAbsoluteError value on hold-out data: 0.012132038362324238
Epoch: 54
Loss on hold-out set: 0.0005559216954134172
MeanAbsoluteError value on hold-out data: 0.012688962742686272
Epoch: 55
Loss on hold-out set: 0.0008038165919485134
MeanAbsoluteError value on hold-out data: 0.018135573714971542
Epoch: 56
Loss on hold-out set: 0.0007374305574416932
MeanAbsoluteError value on hold-out data: 0.008281475864350796
Epoch: 57
Loss on hold-out set: 0.000962746773696684
MeanAbsoluteError value on hold-out data: 0.016557060182094574
Epoch: 58
Loss on hold-out set: 0.0006502352860661631
MeanAbsoluteError value on hold-out data: 0.01913406141102314
Epoch: 59
Loss on hold-out set: 0.0017447874943745017
MeanAbsoluteError value on hold-out data: 0.022649753838777542
Epoch: 60
Loss on hold-out set: 0.0010864706482462338
MeanAbsoluteError value on hold-out data: 0.0167730413377285
Epoch: 61
Loss on hold-out set: 0.0008024466572345546
MeanAbsoluteError value on hold-out data: 0.01418544165790081
Epoch: 62
Loss on hold-out set: 0.0008863483266835223
MeanAbsoluteError value on hold-out data: 0.014238906092941761
Epoch: 63
Loss on hold-out set: 0.001064846508785801
MeanAbsoluteError value on hold-out data: 0.020721333101391792
Epoch: 64
Loss on hold-out set: 0.00038242662661370255
MeanAbsoluteError value on hold-out data: 0.006893932819366455
Epoch: 65
Loss on hold-out set: 0.0008092748735725763
MeanAbsoluteError value on hold-out data: 0.01606295257806778
Epoch: 66
Loss on hold-out set: 0.0004401657547350624
MeanAbsoluteError value on hold-out data: 0.013624629937112331
Epoch: 67
Loss on hold-out set: 0.0005109105407367072
MeanAbsoluteError value on hold-out data: 0.015930727124214172
Epoch: 68
Loss on hold-out set: 0.0010838454714030376
MeanAbsoluteError value on hold-out data: 0.020595502108335495
Epoch: 69
Loss on hold-out set: 0.0010584840539619716
MeanAbsoluteError value on hold-out data: 0.017811933532357216
Epoch: 70
Loss on hold-out set: 0.00087984963965179
MeanAbsoluteError value on hold-out data: 0.012319749221205711
Epoch: 71
Loss on hold-out set: 0.00037230541845985956
MeanAbsoluteError value on hold-out data: 0.0094197578728199
Epoch: 72
Loss on hold-out set: 0.0006264477486019141
MeanAbsoluteError value on hold-out data: 0.010900690220296383
Epoch: 73
Loss on hold-out set: 0.0005732665901208141
MeanAbsoluteError value on hold-out data: 0.0218211580067873
Epoch: 74
Loss on hold-out set: 0.0009736329587546304
MeanAbsoluteError value on hold-out data: 0.022799508646130562
Epoch: 75
Loss on hold-out set: 0.001272578807455981
MeanAbsoluteError value on hold-out data: 0.02736024186015129
Epoch: 76
Loss on hold-out set: 0.0006344557075728593
MeanAbsoluteError value on hold-out data: 0.012668411247432232
Epoch: 77
Loss on hold-out set: 0.0020335439883092474
MeanAbsoluteError value on hold-out data: 0.033444762229919434
Epoch: 78
Loss on hold-out set: 0.0007426261547683074
MeanAbsoluteError value on hold-out data: 0.018960945308208466
Epoch: 79
Loss on hold-out set: 0.000889881354936127
MeanAbsoluteError value on hold-out data: 0.01663864217698574
Epoch: 80
Loss on hold-out set: 0.001114431282582776
MeanAbsoluteError value on hold-out data: 0.010819596238434315
Epoch: 81
Loss on hold-out set: 0.001696987467598774
MeanAbsoluteError value on hold-out data: 0.02284553460776806
Epoch: 82
Loss on hold-out set: 0.001206960364321882
MeanAbsoluteError value on hold-out data: 0.02048921212553978
Epoch: 83
Loss on hold-out set: 0.00042533617286191354
MeanAbsoluteError value on hold-out data: 0.007977398112416267
Epoch: 84
Loss on hold-out set: 0.001463316884892265
MeanAbsoluteError value on hold-out data: 0.0180502962321043
Epoch: 85
Loss on hold-out set: 0.0005173797887793322
MeanAbsoluteError value on hold-out data: 0.008514068089425564
Epoch: 86
Loss on hold-out set: 0.0014810032982798778
MeanAbsoluteError value on hold-out data: 0.029154283925890923
Epoch: 87
Loss on hold-out set: 0.00038467112763214574
MeanAbsoluteError value on hold-out data: 0.008644795045256615
Epoch: 88
Loss on hold-out set: 0.0011278057372601325
MeanAbsoluteError value on hold-out data: 0.011319988407194614
Epoch: 89
Loss on hold-out set: 0.0009104779115667346
MeanAbsoluteError value on hold-out data: 0.017267560586333275
Epoch: 90
Loss on hold-out set: 0.0006544528618633195
MeanAbsoluteError value on hold-out data: 0.019225968047976494
Epoch: 91
Loss on hold-out set: 0.0003726939037908513
MeanAbsoluteError value on hold-out data: 0.010632575489580631
Epoch: 92
Loss on hold-out set: 0.00010891385350582539
MeanAbsoluteError value on hold-out data: 0.005541234742850065
Epoch: 93
Loss on hold-out set: 0.001812071486347122
MeanAbsoluteError value on hold-out data: 0.034617919474840164
Epoch: 94
Loss on hold-out set: 0.0002854213980450974
MeanAbsoluteError value on hold-out data: 0.007592805195599794
Epoch: 95
Loss on hold-out set: 0.0009816784992047662
MeanAbsoluteError value on hold-out data: 0.016651896759867668
Epoch: 96
Loss on hold-out set: 0.0006092234465540969
MeanAbsoluteError value on hold-out data: 0.018389880657196045
Epoch: 97
Loss on hold-out set: 0.0013407102130925826
MeanAbsoluteError value on hold-out data: 0.02626464143395424
Epoch: 98
Loss on hold-out set: 0.0008283121163306836
MeanAbsoluteError value on hold-out data: 0.0165336225181818
Epoch: 99
Loss on hold-out set: 0.00038893996020272916
MeanAbsoluteError value on hold-out data: 0.005921799689531326
Epoch: 100
Loss on hold-out set: 0.0002443115244307137
MeanAbsoluteError value on hold-out data: 0.00905080046504736
Epoch: 101
Loss on hold-out set: 0.0006130859857997469
MeanAbsoluteError value on hold-out data: 0.018993249163031578
Epoch: 102
Loss on hold-out set: 0.000638011423639
MeanAbsoluteError value on hold-out data: 0.014100591652095318
Epoch: 103
Loss on hold-out set: 0.0016749981661268976
MeanAbsoluteError value on hold-out data: 0.0349729061126709
Epoch: 104
Loss on hold-out set: 0.0011903285303878875
MeanAbsoluteError value on hold-out data: 0.012660621665418148
Epoch: 105
Loss on hold-out set: 0.0006527178636188561
MeanAbsoluteError value on hold-out data: 0.008641517721116543
Epoch: 106
Loss on hold-out set: 0.003934283353629932
MeanAbsoluteError value on hold-out data: 0.05222402513027191
Epoch: 107
Loss on hold-out set: 0.000823212296585325
MeanAbsoluteError value on hold-out data: 0.010839617811143398
Epoch: 108
Loss on hold-out set: 0.0007932050495795314
MeanAbsoluteError value on hold-out data: 0.016382910311222076
Epoch: 109
Loss on hold-out set: 0.0004058440406409621
MeanAbsoluteError value on hold-out data: 0.011349145323038101
Epoch: 110
Loss on hold-out set: 0.0012918628703714793
MeanAbsoluteError value on hold-out data: 0.011083172634243965
Epoch: 111
Loss on hold-out set: 0.0005165177322184415
MeanAbsoluteError value on hold-out data: 0.011965038254857063
Epoch: 112
Loss on hold-out set: 0.0009100608802191345
MeanAbsoluteError value on hold-out data: 0.016861608251929283
Epoch: 113
Loss on hold-out set: 0.0018625612600893268
MeanAbsoluteError value on hold-out data: 0.03285963088274002
Epoch: 114
Loss on hold-out set: 0.001476038666345024
MeanAbsoluteError value on hold-out data: 0.03349446877837181
Epoch: 115
Loss on hold-out set: 0.0005859993343892711
MeanAbsoluteError value on hold-out data: 0.01234462857246399
Epoch: 116
Loss on hold-out set: 0.0010913377974429749
MeanAbsoluteError value on hold-out data: 0.024731576442718506
Epoch: 117
Loss on hold-out set: 0.0007701277480183914
MeanAbsoluteError value on hold-out data: 0.011657395400106907
Epoch: 118
Loss on hold-out set: 0.00046272682371794417
MeanAbsoluteError value on hold-out data: 0.006864511873573065
Epoch: 119
Loss on hold-out set: 0.0017835091493543587
MeanAbsoluteError value on hold-out data: 0.017908811569213867
Epoch: 120
Loss on hold-out set: 0.0015834953434144456
MeanAbsoluteError value on hold-out data: 0.034510016441345215
Epoch: 121
Loss on hold-out set: 0.0013334766305442259
MeanAbsoluteError value on hold-out data: 0.009754526428878307
Epoch: 122
Loss on hold-out set: 0.0007864286974700007
MeanAbsoluteError value on hold-out data: 0.013719967566430569
Epoch: 123
Loss on hold-out set: 0.001434994551964337
MeanAbsoluteError value on hold-out data: 0.023113086819648743
Epoch: 124
Loss on hold-out set: 0.0006209633919449213
MeanAbsoluteError value on hold-out data: 0.0216798335313797
Epoch: 125
Loss on hold-out set: 0.0015839386506740992
MeanAbsoluteError value on hold-out data: 0.03292876109480858
Epoch: 126
Loss on hold-out set: 0.0011293320848931405
MeanAbsoluteError value on hold-out data: 0.0073126619681715965
Epoch: 127
Loss on hold-out set: 0.0009605912153089472
MeanAbsoluteError value on hold-out data: 0.015317329205572605
Epoch: 128
Loss on hold-out set: 0.000809880664476926
MeanAbsoluteError value on hold-out data: 0.011286369524896145
Epoch: 129
Loss on hold-out set: 0.0016718168113341865
MeanAbsoluteError value on hold-out data: 0.030995022505521774
Epoch: 130
Loss on hold-out set: 0.0019155436917571932
MeanAbsoluteError value on hold-out data: 0.020322183147072792
Epoch: 131
Loss on hold-out set: 0.0008156639541660601
MeanAbsoluteError value on hold-out data: 0.015672998502850533
Epoch: 132
Loss on hold-out set: 0.0010197944699514969
MeanAbsoluteError value on hold-out data: 0.024286622181534767
Epoch: 133
Loss on hold-out set: 0.0009444920511536263
MeanAbsoluteError value on hold-out data: 0.012387529946863651
Epoch: 134
Loss on hold-out set: 0.0012345903955004664
MeanAbsoluteError value on hold-out data: 0.018574388697743416
Epoch: 135
Loss on hold-out set: 0.0009793178054134917
MeanAbsoluteError value on hold-out data: 0.01506214588880539
Epoch: 136
Loss on hold-out set: 0.0005584172496446627
MeanAbsoluteError value on hold-out data: 0.008296576328575611
Epoch: 137
Loss on hold-out set: 0.0018289253681723495
MeanAbsoluteError value on hold-out data: 0.03353063389658928
Epoch: 138
Loss on hold-out set: 0.0004463713785189327
MeanAbsoluteError value on hold-out data: 0.00668749725446105
Epoch: 139
Loss on hold-out set: 0.0007357949758564549
MeanAbsoluteError value on hold-out data: 0.018997805193066597
Epoch: 140
Loss on hold-out set: 0.0008465491033515853
MeanAbsoluteError value on hold-out data: 0.014089697040617466
Epoch: 141
Loss on hold-out set: 0.0026864656677935274
MeanAbsoluteError value on hold-out data: 0.04243484139442444
Epoch: 142
Loss on hold-out set: 0.0007708191020590979
MeanAbsoluteError value on hold-out data: 0.017392944544553757
Epoch: 143
Loss on hold-out set: 0.004754721078318956
MeanAbsoluteError value on hold-out data: 0.05661766603589058
Epoch: 144
Loss on hold-out set: 0.0016819960311355922
MeanAbsoluteError value on hold-out data: 0.030155284330248833
Epoch: 145
Loss on hold-out set: 0.0009306637085804444
MeanAbsoluteError value on hold-out data: 0.020771251991391182
Epoch: 146
Loss on hold-out set: 0.0005321668804674573
MeanAbsoluteError value on hold-out data: 0.006064595654606819
Epoch: 147
Loss on hold-out set: 0.0004431087182229021
MeanAbsoluteError value on hold-out data: 0.008448085747659206
Epoch: 148
Loss on hold-out set: 0.0005325070380452246
MeanAbsoluteError value on hold-out data: 0.010266835801303387
Epoch: 149
Loss on hold-out set: 0.0016726055597488692
MeanAbsoluteError value on hold-out data: 0.017334504052996635
Epoch: 150
Loss on hold-out set: 0.0016274598502824726
MeanAbsoluteError value on hold-out data: 0.031021112576127052
Epoch: 151
Loss on hold-out set: 0.0006221813189858949
MeanAbsoluteError value on hold-out data: 0.013800450600683689
Epoch: 152
Loss on hold-out set: 0.0023824810991451765
MeanAbsoluteError value on hold-out data: 0.031116031110286713
Epoch: 153
Loss on hold-out set: 0.0003117934001000814
MeanAbsoluteError value on hold-out data: 0.006796318106353283
Epoch: 154
Loss on hold-out set: 0.0010293853486844995
MeanAbsoluteError value on hold-out data: 0.009061863645911217
Epoch: 155
Loss on hold-out set: 0.000917982485613417
MeanAbsoluteError value on hold-out data: 0.01681513711810112
Epoch: 156
Loss on hold-out set: 0.0006744381226599217
MeanAbsoluteError value on hold-out data: 0.021562285721302032
Epoch: 157
Loss on hold-out set: 0.0008567119358921597
MeanAbsoluteError value on hold-out data: 0.021614041179418564
Epoch: 158
Loss on hold-out set: 0.0011688199879305709
MeanAbsoluteError value on hold-out data: 0.01469452865421772
Epoch: 159
Loss on hold-out set: 0.0012675948059162087
MeanAbsoluteError value on hold-out data: 0.020650209859013557
Epoch: 160
Loss on hold-out set: 0.0010681879557766175
MeanAbsoluteError value on hold-out data: 0.027576414868235588
Epoch: 161
Loss on hold-out set: 0.002670141402971543
MeanAbsoluteError value on hold-out data: 0.04540437459945679
Epoch: 162
Loss on hold-out set: 0.0004961790845679086
MeanAbsoluteError value on hold-out data: 0.009342738427221775
Epoch: 163
Loss on hold-out set: 0.0012864452206122223
MeanAbsoluteError value on hold-out data: 0.03257711976766586
Epoch: 164
Loss on hold-out set: 0.0002678211155155926
MeanAbsoluteError value on hold-out data: 0.005950142629444599
Epoch: 165
Loss on hold-out set: 0.0009724398214408818
MeanAbsoluteError value on hold-out data: 0.025863606482744217
Epoch: 166
Loss on hold-out set: 0.00090359978627968
MeanAbsoluteError value on hold-out data: 0.026106053963303566
Epoch: 167
Loss on hold-out set: 0.0012265127529281017
MeanAbsoluteError value on hold-out data: 0.020823558792471886
Epoch: 168
Loss on hold-out set: 0.0013157343938473786
MeanAbsoluteError value on hold-out data: 0.03136305510997772
Epoch: 169
Loss on hold-out set: 0.0003646750434503095
MeanAbsoluteError value on hold-out data: 0.013841190375387669
Epoch: 170
Loss on hold-out set: 0.00023266583895747316
MeanAbsoluteError value on hold-out data: 0.010019890032708645
Epoch: 171
Loss on hold-out set: 0.0014290449121805674
MeanAbsoluteError value on hold-out data: 0.02980946935713291
Epoch: 172
Loss on hold-out set: 0.0022842190093797397
MeanAbsoluteError value on hold-out data: 0.04386523738503456
Epoch: 173
Loss on hold-out set: 0.0005738408582190383
MeanAbsoluteError value on hold-out data: 0.013125310651957989
Epoch: 174
Loss on hold-out set: 0.0014941026869025602
MeanAbsoluteError value on hold-out data: 0.017631839960813522
Epoch: 175
Loss on hold-out set: 0.0008171617011127334
MeanAbsoluteError value on hold-out data: 0.020604630932211876
Epoch: 176
Loss on hold-out set: 0.00021974142900489822
MeanAbsoluteError value on hold-out data: 0.006644090637564659
Epoch: 177
Loss on hold-out set: 0.0006713073196734362
MeanAbsoluteError value on hold-out data: 0.009826078079640865
Epoch: 178
Loss on hold-out set: 0.0006166186677065374
MeanAbsoluteError value on hold-out data: 0.018811702728271484
Epoch: 179
Loss on hold-out set: 0.00028495034199295334
MeanAbsoluteError value on hold-out data: 0.009511726908385754
Epoch: 180
Loss on hold-out set: 0.0017726807177253553
MeanAbsoluteError value on hold-out data: 0.02817681059241295
Epoch: 181
Loss on hold-out set: 0.0014454490487416176
MeanAbsoluteError value on hold-out data: 0.013435406610369682
Epoch: 182
Loss on hold-out set: 0.0023317355643242385
MeanAbsoluteError value on hold-out data: 0.020496122539043427
Epoch: 183
Loss on hold-out set: 0.0022989961402102685
MeanAbsoluteError value on hold-out data: 0.0436709001660347
Epoch: 184
Loss on hold-out set: 0.0009514001048410137
MeanAbsoluteError value on hold-out data: 0.02488737925887108
Epoch: 185
Loss on hold-out set: 0.0006380965868781155
MeanAbsoluteError value on hold-out data: 0.017583558335900307
Epoch: 186
Loss on hold-out set: 0.00041197878593569236
MeanAbsoluteError value on hold-out data: 0.014020182192325592
Epoch: 187
Loss on hold-out set: 0.0013324158094474114
MeanAbsoluteError value on hold-out data: 0.03250417485833168
Epoch: 188
Loss on hold-out set: 0.0008406727840216869
MeanAbsoluteError value on hold-out data: 0.01576225832104683
Epoch: 189
Loss on hold-out set: 0.0009682764803922813
MeanAbsoluteError value on hold-out data: 0.022503990679979324
Epoch: 190
Loss on hold-out set: 0.00043048643620173505
MeanAbsoluteError value on hold-out data: 0.010654243640601635
Epoch: 191
Loss on hold-out set: 0.0014599141471747618
MeanAbsoluteError value on hold-out data: 0.02701219916343689
Epoch: 192
Loss on hold-out set: 0.0012972154721501282
MeanAbsoluteError value on hold-out data: 0.022599825635552406
Epoch: 193
Loss on hold-out set: 0.0007900818287453149
MeanAbsoluteError value on hold-out data: 0.013077974319458008
Epoch: 194
Loss on hold-out set: 0.00024904061656878676
MeanAbsoluteError value on hold-out data: 0.008628332056105137
Epoch: 195
Loss on hold-out set: 0.0016837536594082774
MeanAbsoluteError value on hold-out data: 0.021873829886317253
Epoch: 196
Loss on hold-out set: 0.0006627157528419047
MeanAbsoluteError value on hold-out data: 0.019967274740338326
Epoch: 197
Loss on hold-out set: 0.0006409502086777744
MeanAbsoluteError value on hold-out data: 0.01407482661306858
Epoch: 198
Loss on hold-out set: 0.0006307600371656008
MeanAbsoluteError value on hold-out data: 0.016393471509218216
Epoch: 199
Loss on hold-out set: 0.0019486945183492328
MeanAbsoluteError value on hold-out data: 0.035717692226171494
Epoch: 200
Loss on hold-out set: 0.001021360045572995
MeanAbsoluteError value on hold-out data: 0.02460652031004429
Epoch: 201
Loss on hold-out set: 0.0007974233269002676
MeanAbsoluteError value on hold-out data: 0.020455939695239067
Epoch: 202
Loss on hold-out set: 0.0004890627354082729
MeanAbsoluteError value on hold-out data: 0.016156822443008423
Epoch: 203
Loss on hold-out set: 0.005768793119835512
MeanAbsoluteError value on hold-out data: 0.07124058902263641
Epoch: 204
Loss on hold-out set: 0.0007597542848482893
MeanAbsoluteError value on hold-out data: 0.014453429728746414
Epoch: 205
Loss on hold-out set: 0.00047523208961744483
MeanAbsoluteError value on hold-out data: 0.015670044347643852
Epoch: 206
Loss on hold-out set: 0.00045285702339223615
MeanAbsoluteError value on hold-out data: 0.007819666527211666
Epoch: 207
Loss on hold-out set: 0.000380915640459231
MeanAbsoluteError value on hold-out data: 0.012377600185573101
Epoch: 208
Loss on hold-out set: 0.0003572116856488113
MeanAbsoluteError value on hold-out data: 0.010891975834965706
Epoch: 209
Loss on hold-out set: 0.0003069716270359398
MeanAbsoluteError value on hold-out data: 0.010519097559154034
Epoch: 210
Loss on hold-out set: 0.00014079167131664388
MeanAbsoluteError value on hold-out data: 0.009726998396217823
Epoch: 211
Loss on hold-out set: 0.0005389225001636077
MeanAbsoluteError value on hold-out data: 0.012660952284932137
Epoch: 212
Loss on hold-out set: 0.00034527003791784715
MeanAbsoluteError value on hold-out data: 0.011464452371001244
Epoch: 213
Loss on hold-out set: 0.007213399842306292
MeanAbsoluteError value on hold-out data: 0.06353922933340073
Epoch: 214
Loss on hold-out set: 0.0007590412940324617
MeanAbsoluteError value on hold-out data: 0.013180284760892391
Epoch: 215
Loss on hold-out set: 0.0001418669738122465
MeanAbsoluteError value on hold-out data: 0.007125504780560732
Epoch: 216
Loss on hold-out set: 0.0007984897084437156
MeanAbsoluteError value on hold-out data: 0.024837007746100426
Epoch: 217
Loss on hold-out set: 0.000521778310374259
MeanAbsoluteError value on hold-out data: 0.01643276773393154
Epoch: 218
Loss on hold-out set: 0.00034019570197225827
MeanAbsoluteError value on hold-out data: 0.007388436701148748
Epoch: 219
Loss on hold-out set: 0.0015802870477697676
MeanAbsoluteError value on hold-out data: 0.030025500804185867
Epoch: 220
Loss on hold-out set: 0.0005109538332639356
MeanAbsoluteError value on hold-out data: 0.014777012169361115
Early stopping at epoch 219
Returned to Spot: Validation loss: 0.0005109538332639356
----------------------------------------------
spotPython tuning: 0.0005109538332639356 [#######---] 70.99%
config: {'_L_in': 10, '_L_out': 1, 'l1': 8, 'dropout_prob': 0.0, 'lr_mult': 10.0, 'batch_size': 2, 'epochs': 2048, 'k_folds': 1, 'patience': 128, 'optimizer': 'Adam', 'sgd_momentum': 1.0}
Epoch: 1
Loss on hold-out set: 0.0160494632665844
MeanAbsoluteError value on hold-out data: 0.10216979682445526
Epoch: 2
Loss on hold-out set: 0.003564756872522897
MeanAbsoluteError value on hold-out data: 0.047187838703393936
Epoch: 3
Loss on hold-out set: 0.00038365505782545975
MeanAbsoluteError value on hold-out data: 0.01554535236209631
Epoch: 4
Loss on hold-out set: 4.331951120586079e-05
MeanAbsoluteError value on hold-out data: 0.0054952725768089294
Epoch: 5
Loss on hold-out set: 4.013532086875789e-06
MeanAbsoluteError value on hold-out data: 0.0011417940258979797
Epoch: 6
Loss on hold-out set: 3.0096056124998917e-06
MeanAbsoluteError value on hold-out data: 0.0011626214254647493
Epoch: 7
Loss on hold-out set: 4.926878175292397e-06
MeanAbsoluteError value on hold-out data: 0.0018621343187987804
Epoch: 8
Loss on hold-out set: 7.649470492575952e-06
MeanAbsoluteError value on hold-out data: 0.0025007231160998344
Epoch: 9
Loss on hold-out set: 2.620059693378233e-06
MeanAbsoluteError value on hold-out data: 0.001164579181931913
Epoch: 10
Loss on hold-out set: 1.8557938291152709e-06
MeanAbsoluteError value on hold-out data: 0.0009379340917803347
Epoch: 11
Loss on hold-out set: 2.9704135796985534e-06
MeanAbsoluteError value on hold-out data: 0.001302805496379733
Epoch: 12
Loss on hold-out set: 9.539990478562762e-06
MeanAbsoluteError value on hold-out data: 0.0026144946459680796
Epoch: 13
Loss on hold-out set: 3.7044148081507206e-06
MeanAbsoluteError value on hold-out data: 0.0014256128342822194
Epoch: 14
Loss on hold-out set: 2.2174284172251646e-05
MeanAbsoluteError value on hold-out data: 0.004289679694920778
Epoch: 15
Loss on hold-out set: 0.0001274476305115968
MeanAbsoluteError value on hold-out data: 0.010590067133307457
Epoch: 16
Loss on hold-out set: 2.000976282014714e-05
MeanAbsoluteError value on hold-out data: 0.003624050645157695
Epoch: 17
Loss on hold-out set: 2.3049459923996095e-06
MeanAbsoluteError value on hold-out data: 0.0009970321552827954
Epoch: 18
Loss on hold-out set: 1.4439617482366884e-05
MeanAbsoluteError value on hold-out data: 0.0033850185573101044
Epoch: 19
Loss on hold-out set: 4.982886601320994e-05
MeanAbsoluteError value on hold-out data: 0.006333251018077135
Epoch: 20
Loss on hold-out set: 0.0001539870315840138
MeanAbsoluteError value on hold-out data: 0.01074956450611353
Epoch: 21
Loss on hold-out set: 1.1533612745703673e-05
MeanAbsoluteError value on hold-out data: 0.0030263173393905163
Epoch: 22
Loss on hold-out set: 2.1347873058156587e-06
MeanAbsoluteError value on hold-out data: 0.000958872027695179
Epoch: 23
Loss on hold-out set: 1.3582305267997678e-05
MeanAbsoluteError value on hold-out data: 0.0032800703775137663
Epoch: 24
Loss on hold-out set: 3.508602813032742e-05
MeanAbsoluteError value on hold-out data: 0.005195464473217726
Epoch: 25
Loss on hold-out set: 9.945491522254695e-05
MeanAbsoluteError value on hold-out data: 0.00937727466225624
Epoch: 26
Loss on hold-out set: 8.934950548891151e-06
MeanAbsoluteError value on hold-out data: 0.0021934385877102613
Epoch: 27
Loss on hold-out set: 7.516035717808715e-06
MeanAbsoluteError value on hold-out data: 0.002325595123693347
Epoch: 28
Loss on hold-out set: 1.568861426373284e-05
MeanAbsoluteError value on hold-out data: 0.0035058879293501377
Epoch: 29
Loss on hold-out set: 3.0684802775340357e-05
MeanAbsoluteError value on hold-out data: 0.0046843537129461765
Epoch: 30
Loss on hold-out set: 3.0216387873072866e-05
MeanAbsoluteError value on hold-out data: 0.0046516465954482555
Epoch: 31
Loss on hold-out set: 6.317838073300663e-05
MeanAbsoluteError value on hold-out data: 0.007280688267201185
Epoch: 32
Loss on hold-out set: 4.378892772441153e-05
MeanAbsoluteError value on hold-out data: 0.005892481189221144
Epoch: 33
Loss on hold-out set: 3.462881492851011e-05
MeanAbsoluteError value on hold-out data: 0.005399889778345823
Epoch: 34
Loss on hold-out set: 2.773211982533515e-05
MeanAbsoluteError value on hold-out data: 0.004574629943817854
Epoch: 35
Loss on hold-out set: 1.3317827008449967e-05
MeanAbsoluteError value on hold-out data: 0.003280509263277054
Epoch: 36
Loss on hold-out set: 2.036365438414123e-05
MeanAbsoluteError value on hold-out data: 0.0038998890668153763
Epoch: 37
Loss on hold-out set: 2.224247652880725e-05
MeanAbsoluteError value on hold-out data: 0.003945903852581978
Epoch: 38
Loss on hold-out set: 3.651071388048877e-05
MeanAbsoluteError value on hold-out data: 0.0052057961001992226
Epoch: 39
Loss on hold-out set: 3.277313157771763e-05
MeanAbsoluteError value on hold-out data: 0.005215340759605169
Epoch: 40
Loss on hold-out set: 2.291734058265623e-05
MeanAbsoluteError value on hold-out data: 0.0041195484809577465
Epoch: 41
Loss on hold-out set: 1.3939068342097016e-05
MeanAbsoluteError value on hold-out data: 0.0033509675413370132
Epoch: 42
Loss on hold-out set: 1.880582491651239e-05
MeanAbsoluteError value on hold-out data: 0.0036938420962542295
Epoch: 43
Loss on hold-out set: 1.5975630885180318e-05
MeanAbsoluteError value on hold-out data: 0.0033045567106455564
Epoch: 44
Loss on hold-out set: 2.3209633817108018e-05
MeanAbsoluteError value on hold-out data: 0.004054009914398193
Epoch: 45
Loss on hold-out set: 2.42669674495725e-05
MeanAbsoluteError value on hold-out data: 0.004461658652871847
Epoch: 46
Loss on hold-out set: 2.4767049192178094e-05
MeanAbsoluteError value on hold-out data: 0.004192802123725414
Epoch: 47
Loss on hold-out set: 2.271498542465148e-05
MeanAbsoluteError value on hold-out data: 0.004216088447719812
Epoch: 48
Loss on hold-out set: 1.8592721722730706e-05
MeanAbsoluteError value on hold-out data: 0.0036003217101097107
Epoch: 49
Loss on hold-out set: 1.9721553280760416e-05
MeanAbsoluteError value on hold-out data: 0.004009350202977657
Epoch: 50
Loss on hold-out set: 1.915054238641763e-05
MeanAbsoluteError value on hold-out data: 0.0037377497646957636
Epoch: 51
Loss on hold-out set: 9.696330356376847e-06
MeanAbsoluteError value on hold-out data: 0.002544836839661002
Epoch: 52
Loss on hold-out set: 6.194204485249581e-06
MeanAbsoluteError value on hold-out data: 0.00208525569178164
Epoch: 53
Loss on hold-out set: 7.922201969610873e-06
MeanAbsoluteError value on hold-out data: 0.0023295509163290262
Epoch: 54
Loss on hold-out set: 1.291146254288833e-05
MeanAbsoluteError value on hold-out data: 0.0028994781896471977
Epoch: 55
Loss on hold-out set: 9.455568055187768e-06
MeanAbsoluteError value on hold-out data: 0.0023644284810870886
Epoch: 56
Loss on hold-out set: 7.0210354485430075e-06
MeanAbsoluteError value on hold-out data: 0.0020389053970575333
Epoch: 57
Loss on hold-out set: 2.3582309830392962e-05
MeanAbsoluteError value on hold-out data: 0.0038537653163075447
Epoch: 58
Loss on hold-out set: 9.420812922679526e-06
MeanAbsoluteError value on hold-out data: 0.00250884797424078
Epoch: 59
Loss on hold-out set: 4.186342474696403e-05
MeanAbsoluteError value on hold-out data: 0.005506974644958973
Epoch: 60
Loss on hold-out set: 5.9097213278391794e-05
MeanAbsoluteError value on hold-out data: 0.006555893924087286
Epoch: 61
Loss on hold-out set: 0.00039825011510401964
MeanAbsoluteError value on hold-out data: 0.019089654088020325
Epoch: 62
Loss on hold-out set: 6.870944593326082e-06
MeanAbsoluteError value on hold-out data: 0.002249385230243206
Epoch: 63
Loss on hold-out set: 1.2960174693337952e-05
MeanAbsoluteError value on hold-out data: 0.0031862659379839897
Epoch: 64
Loss on hold-out set: 2.1288253543853366e-06
MeanAbsoluteError value on hold-out data: 0.0010161680402234197
Epoch: 65
Loss on hold-out set: 8.056366761527063e-06
MeanAbsoluteError value on hold-out data: 0.0024187639355659485
Epoch: 66
Loss on hold-out set: 1.1326511906872837e-05
MeanAbsoluteError value on hold-out data: 0.0027091740630567074
Epoch: 67
Loss on hold-out set: 1.4989655694724509e-05
MeanAbsoluteError value on hold-out data: 0.0031105652451515198
Epoch: 68
Loss on hold-out set: 1.1485656701696693e-05
MeanAbsoluteError value on hold-out data: 0.00266178953461349
Epoch: 69
Loss on hold-out set: 8.507909870540212e-06
MeanAbsoluteError value on hold-out data: 0.002220320515334606
Epoch: 70
Loss on hold-out set: 1.5382156403163095e-05
MeanAbsoluteError value on hold-out data: 0.0030254023149609566
Epoch: 71
Loss on hold-out set: 1.1674345165566536e-05
MeanAbsoluteError value on hold-out data: 0.002657119883224368
Epoch: 72
Loss on hold-out set: 9.186447062224564e-06
MeanAbsoluteError value on hold-out data: 0.0023272247053682804
Epoch: 73
Loss on hold-out set: 1.363398397674113e-05
MeanAbsoluteError value on hold-out data: 0.002852777484804392
Epoch: 74
Loss on hold-out set: 1.0503354619405176e-05
MeanAbsoluteError value on hold-out data: 0.002500655362382531
Epoch: 75
Loss on hold-out set: 9.790121799824192e-06
MeanAbsoluteError value on hold-out data: 0.002410977380350232
Epoch: 76
Loss on hold-out set: 1.5022928193531016e-05
MeanAbsoluteError value on hold-out data: 0.003023534081876278
Epoch: 77
Loss on hold-out set: 1.0585701403750628e-05
MeanAbsoluteError value on hold-out data: 0.0025255985092371702
Epoch: 78
Loss on hold-out set: 8.504103928430595e-06
MeanAbsoluteError value on hold-out data: 0.0022366992197930813
Epoch: 79
Loss on hold-out set: 1.6070190672271185e-05
MeanAbsoluteError value on hold-out data: 0.00310486345551908
Epoch: 80
Loss on hold-out set: 1.5093998855277847e-05
MeanAbsoluteError value on hold-out data: 0.003080972470343113
Epoch: 81
Loss on hold-out set: 1.2151960906088278e-05
MeanAbsoluteError value on hold-out data: 0.0027414134237915277
Epoch: 82
Loss on hold-out set: 9.057329405391574e-06
MeanAbsoluteError value on hold-out data: 0.0022914677392691374
Epoch: 83
Loss on hold-out set: 1.307673969937658e-05
MeanAbsoluteError value on hold-out data: 0.002778006950393319
Epoch: 84
Loss on hold-out set: 2.054122572186401e-05
MeanAbsoluteError value on hold-out data: 0.0036148258950561285
Epoch: 85
Loss on hold-out set: 2.7954216689825748e-05
MeanAbsoluteError value on hold-out data: 0.0043690139427781105
Epoch: 86
Loss on hold-out set: 1.9310683880083463e-05
MeanAbsoluteError value on hold-out data: 0.003741221036761999
Epoch: 87
Loss on hold-out set: 2.457238162095384e-06
MeanAbsoluteError value on hold-out data: 0.0011394304456189275
Epoch: 88
Loss on hold-out set: 4.538048154962837e-06
MeanAbsoluteError value on hold-out data: 0.0016916397726163268
Epoch: 89
Loss on hold-out set: 9.103260900206559e-06
MeanAbsoluteError value on hold-out data: 0.002355791861191392
Epoch: 90
Loss on hold-out set: 8.903903927593622e-06
MeanAbsoluteError value on hold-out data: 0.002259227680042386
Epoch: 91
Loss on hold-out set: 9.464364242243542e-06
MeanAbsoluteError value on hold-out data: 0.0023535368964076042
Epoch: 92
Loss on hold-out set: 3.655771840537151e-05
MeanAbsoluteError value on hold-out data: 0.004938830621540546
Epoch: 93
Loss on hold-out set: 0.00035480131695900735
MeanAbsoluteError value on hold-out data: 0.018159987404942513
Epoch: 94
Loss on hold-out set: 8.336304252528256e-06
MeanAbsoluteError value on hold-out data: 0.002543759299442172
Epoch: 95
Loss on hold-out set: 2.0466700484575994e-05
MeanAbsoluteError value on hold-out data: 0.004183240234851837
Epoch: 96
Loss on hold-out set: 2.426734093141647e-06
MeanAbsoluteError value on hold-out data: 0.001123335910961032
Epoch: 97
Loss on hold-out set: 3.623096621083732e-06
MeanAbsoluteError value on hold-out data: 0.00145143351983279
Epoch: 98
Loss on hold-out set: 4.570658083660935e-06
MeanAbsoluteError value on hold-out data: 0.0015755787026137114
Epoch: 99
Loss on hold-out set: 1.3286629364680872e-05
MeanAbsoluteError value on hold-out data: 0.0031810891814529896
Epoch: 100
Loss on hold-out set: 1.9997200776439665e-05
MeanAbsoluteError value on hold-out data: 0.0042714523151516914
Epoch: 101
Loss on hold-out set: 0.000330096520386481
MeanAbsoluteError value on hold-out data: 0.016831954941153526
Epoch: 102
Loss on hold-out set: 7.130537650634021e-06
MeanAbsoluteError value on hold-out data: 0.0022246986627578735
Epoch: 103
Loss on hold-out set: 7.69878740282337e-06
MeanAbsoluteError value on hold-out data: 0.0022998901549726725
Epoch: 104
Loss on hold-out set: 5.5376542344494816e-06
MeanAbsoluteError value on hold-out data: 0.001836768351495266
Epoch: 105
Loss on hold-out set: 3.006361624038334e-06
MeanAbsoluteError value on hold-out data: 0.001324150594882667
Epoch: 106
Loss on hold-out set: 7.951463639273015e-06
MeanAbsoluteError value on hold-out data: 0.002177164424210787
Epoch: 107
Loss on hold-out set: 4.381031928559764e-06
MeanAbsoluteError value on hold-out data: 0.0015668799169361591
Epoch: 108
Loss on hold-out set: 0.00019017294393658328
MeanAbsoluteError value on hold-out data: 0.012713956646621227
Epoch: 109
Loss on hold-out set: 0.0003827199470833875
MeanAbsoluteError value on hold-out data: 0.018928872421383858
Epoch: 110
Loss on hold-out set: 4.862606430127888e-06
MeanAbsoluteError value on hold-out data: 0.0017532197525724769
Epoch: 111
Loss on hold-out set: 1.8783348735572266e-05
MeanAbsoluteError value on hold-out data: 0.004024706780910492
Epoch: 112
Loss on hold-out set: 7.5287387066443515e-06
MeanAbsoluteError value on hold-out data: 0.0023035742342472076
Epoch: 113
Loss on hold-out set: 6.7670270672692826e-06
MeanAbsoluteError value on hold-out data: 0.002079174155369401
Epoch: 114
Loss on hold-out set: 2.7904282625505297e-06
MeanAbsoluteError value on hold-out data: 0.0012648338451981544
Epoch: 115
Loss on hold-out set: 7.886489638243196e-06
MeanAbsoluteError value on hold-out data: 0.0022309140767902136
Epoch: 116
Loss on hold-out set: 6.74457551435618e-06
MeanAbsoluteError value on hold-out data: 0.002155674621462822
Epoch: 117
Loss on hold-out set: 6.34781894768821e-05
MeanAbsoluteError value on hold-out data: 0.007723095361143351
Epoch: 118
Loss on hold-out set: 9.109461960529567e-06
MeanAbsoluteError value on hold-out data: 0.002523136790841818
Epoch: 119
Loss on hold-out set: 6.831915578610885e-05
MeanAbsoluteError value on hold-out data: 0.00788284745067358
Epoch: 120
Loss on hold-out set: 0.0007826616128052895
MeanAbsoluteError value on hold-out data: 0.02720947004854679
Epoch: 121
Loss on hold-out set: 0.00015579671337036415
MeanAbsoluteError value on hold-out data: 0.012173481285572052
Epoch: 122
Loss on hold-out set: 1.0039219112816985e-05
MeanAbsoluteError value on hold-out data: 0.002856079488992691
Epoch: 123
Loss on hold-out set: 2.29323531417928e-05
MeanAbsoluteError value on hold-out data: 0.004423479549586773
Epoch: 124
Loss on hold-out set: 4.584512689120857e-06
MeanAbsoluteError value on hold-out data: 0.0017686280189082026
Epoch: 125
Loss on hold-out set: 3.1286721885711206e-06
MeanAbsoluteError value on hold-out data: 0.0013441662304103374
Epoch: 126
Loss on hold-out set: 6.134918526091345e-06
MeanAbsoluteError value on hold-out data: 0.0018547308864071965
Epoch: 127
Loss on hold-out set: 8.976352681742128e-06
MeanAbsoluteError value on hold-out data: 0.0024776326026767492
Epoch: 128
Loss on hold-out set: 0.00011032251426513539
MeanAbsoluteError value on hold-out data: 0.009684382006525993
Epoch: 129
Loss on hold-out set: 9.828698325388056e-05
MeanAbsoluteError value on hold-out data: 0.00929524190723896
Epoch: 130
Loss on hold-out set: 2.5882540767607763e-06
MeanAbsoluteError value on hold-out data: 0.0011540640844032168
Epoch: 131
Loss on hold-out set: 9.347252761813252e-06
MeanAbsoluteError value on hold-out data: 0.0024580766912549734
Epoch: 132
Loss on hold-out set: 2.8021344306002524e-06
MeanAbsoluteError value on hold-out data: 0.0012643261579796672
Epoch: 133
Loss on hold-out set: 1.2222795360988433e-05
MeanAbsoluteError value on hold-out data: 0.003172008553519845
Epoch: 134
Loss on hold-out set: 0.00011511513614095747
MeanAbsoluteError value on hold-out data: 0.01037443708628416
Epoch: 135
Loss on hold-out set: 0.0001570611840240114
MeanAbsoluteError value on hold-out data: 0.011923588812351227
Epoch: 136
Loss on hold-out set: 2.880975402452653e-05
MeanAbsoluteError value on hold-out data: 0.00499987555667758
Epoch: 137
Loss on hold-out set: 2.4939869242975493e-06
MeanAbsoluteError value on hold-out data: 0.0011597336269915104
Epoch: 138
Loss on hold-out set: 1.0986275867518695e-05
MeanAbsoluteError value on hold-out data: 0.0027494451496750116
Early stopping at epoch 137
Returned to Spot: Validation loss: 1.0986275867518695e-05
----------------------------------------------
spotPython tuning: 1.0986275867518695e-05 [#########-] 86.97%
config: {'_L_in': 10, '_L_out': 1, 'l1': 256, 'dropout_prob': 0.9, 'lr_mult': 10.0, 'batch_size': 16, 'epochs': 2048, 'k_folds': 1, 'patience': 8, 'optimizer': 'Adam', 'sgd_momentum': 1.0}
Epoch: 1
Loss on hold-out set: 0.0455138433332506
MeanAbsoluteError value on hold-out data: 0.17276909947395325
Epoch: 2
Loss on hold-out set: 0.034212240557137286
MeanAbsoluteError value on hold-out data: 0.1485266089439392
Epoch: 3
Loss on hold-out set: 0.036210656264110616
MeanAbsoluteError value on hold-out data: 0.1497567594051361
Epoch: 4
Loss on hold-out set: 0.03071521080442165
MeanAbsoluteError value on hold-out data: 0.1392163783311844
Epoch: 5
Loss on hold-out set: 0.02971700020134449
MeanAbsoluteError value on hold-out data: 0.13759632408618927
Epoch: 6
Loss on hold-out set: 0.032081924182804006
MeanAbsoluteError value on hold-out data: 0.13934719562530518
Epoch: 7
Loss on hold-out set: 0.03212687412374898
MeanAbsoluteError value on hold-out data: 0.14185766875743866
Epoch: 8
Loss on hold-out set: 0.028250528597518018
MeanAbsoluteError value on hold-out data: 0.13292425870895386
Epoch: 9
Loss on hold-out set: 0.028140017566712278
MeanAbsoluteError value on hold-out data: 0.13270024955272675
Epoch: 10
Loss on hold-out set: 0.02840878182139836
MeanAbsoluteError value on hold-out data: 0.130909264087677
Epoch: 11
Loss on hold-out set: 0.028615676895960382
MeanAbsoluteError value on hold-out data: 0.13325054943561554
Epoch: 12
Loss on hold-out set: 0.03225712875198377
MeanAbsoluteError value on hold-out data: 0.14208410680294037
Epoch: 13
Loss on hold-out set: 0.028659922953106855
MeanAbsoluteError value on hold-out data: 0.13287487626075745
Epoch: 14
Loss on hold-out set: 0.030782294410624002
MeanAbsoluteError value on hold-out data: 0.13942456245422363
Epoch: 15
Loss on hold-out set: 0.029083811677992344
MeanAbsoluteError value on hold-out data: 0.13567841053009033
Epoch: 16
Loss on hold-out set: 0.027718290588573405
MeanAbsoluteError value on hold-out data: 0.13221794366836548
Epoch: 17
Loss on hold-out set: 0.028810464973120314
MeanAbsoluteError value on hold-out data: 0.1335117518901825
Epoch: 18
Loss on hold-out set: 0.02862555028772668
MeanAbsoluteError value on hold-out data: 0.13460491597652435
Epoch: 19
Loss on hold-out set: 0.028567104845454817
MeanAbsoluteError value on hold-out data: 0.1345941126346588
Epoch: 20
Loss on hold-out set: 0.0322183530385557
MeanAbsoluteError value on hold-out data: 0.14286239445209503
Epoch: 21
Loss on hold-out set: 0.029869259286083673
MeanAbsoluteError value on hold-out data: 0.137134850025177
Epoch: 22
Loss on hold-out set: 0.029764756511308645
MeanAbsoluteError value on hold-out data: 0.1365446150302887
Epoch: 23
Loss on hold-out set: 0.029675508163085108
MeanAbsoluteError value on hold-out data: 0.13631662726402283
Epoch: 24
Loss on hold-out set: 0.029850315694746218
MeanAbsoluteError value on hold-out data: 0.13675320148468018
Early stopping at epoch 23
Returned to Spot: Validation loss: 0.029850315694746218
----------------------------------------------
spotPython tuning: 1.0986275867518695e-05 [#########-] 89.63%
config: {'_L_in': 10, '_L_out': 1, 'l1': 16, 'dropout_prob': 0.0, 'lr_mult': 0.1252213130780748, 'batch_size': 8, 'epochs': 16384, 'k_folds': 1, 'patience': 128, 'optimizer': 'Adam', 'sgd_momentum': 1.0}
Epoch: 1
Loss on hold-out set: 0.07011654482860315
MeanAbsoluteError value on hold-out data: 0.22869816422462463
Epoch: 2
Loss on hold-out set: 0.05328271317442781
MeanAbsoluteError value on hold-out data: 0.19422249495983124
Epoch: 3
Loss on hold-out set: 0.03969623631258544
MeanAbsoluteError value on hold-out data: 0.16423176229000092
Epoch: 4
Loss on hold-out set: 0.030197657473189265
MeanAbsoluteError value on hold-out data: 0.14208388328552246
Epoch: 5
Loss on hold-out set: 0.024747868203312942
MeanAbsoluteError value on hold-out data: 0.12831276655197144
Epoch: 6
Loss on hold-out set: 0.022096473356022647
MeanAbsoluteError value on hold-out data: 0.12056668847799301
Epoch: 7
Loss on hold-out set: 0.02061847998074403
MeanAbsoluteError value on hold-out data: 0.11546863615512848
Epoch: 8
Loss on hold-out set: 0.019727824709231134
MeanAbsoluteError value on hold-out data: 0.11261188238859177
Epoch: 9
Loss on hold-out set: 0.019134411171666886
MeanAbsoluteError value on hold-out data: 0.11053194850683212
Epoch: 10
Loss on hold-out set: 0.018696016215376164
MeanAbsoluteError value on hold-out data: 0.10898856818675995
Epoch: 11
Loss on hold-out set: 0.018328852816729954
MeanAbsoluteError value on hold-out data: 0.10773836821317673
Epoch: 12
Loss on hold-out set: 0.01799041106316604
MeanAbsoluteError value on hold-out data: 0.10659682750701904
Epoch: 13
Loss on hold-out set: 0.017666424747164313
MeanAbsoluteError value on hold-out data: 0.10555198043584824
Epoch: 14
Loss on hold-out set: 0.017346580010397655
MeanAbsoluteError value on hold-out data: 0.10452957451343536
Epoch: 15
Loss on hold-out set: 0.017033331022646866
MeanAbsoluteError value on hold-out data: 0.10353325307369232
Epoch: 16
Loss on hold-out set: 0.016720081936862124
MeanAbsoluteError value on hold-out data: 0.1025310680270195
Epoch: 17
Loss on hold-out set: 0.01640660651518326
MeanAbsoluteError value on hold-out data: 0.10152529925107956
Epoch: 18
Loss on hold-out set: 0.01609187114885763
MeanAbsoluteError value on hold-out data: 0.10051195323467255
Epoch: 19
Loss on hold-out set: 0.01577369869980765
MeanAbsoluteError value on hold-out data: 0.09946078062057495
Epoch: 20
Loss on hold-out set: 0.015456234766660552
MeanAbsoluteError value on hold-out data: 0.09839799255132675
Epoch: 21
Loss on hold-out set: 0.015137415367031568
MeanAbsoluteError value on hold-out data: 0.09732859581708908
Epoch: 22
Loss on hold-out set: 0.014817318499186322
MeanAbsoluteError value on hold-out data: 0.09624186158180237
Epoch: 23
Loss on hold-out set: 0.014496969561533709
MeanAbsoluteError value on hold-out data: 0.09514380246400833
Epoch: 24
Loss on hold-out set: 0.014176428550854325
MeanAbsoluteError value on hold-out data: 0.09403645247220993
Epoch: 25
Loss on hold-out set: 0.013855920982007918
MeanAbsoluteError value on hold-out data: 0.0929202288389206
Epoch: 26
Loss on hold-out set: 0.013535168083188566
MeanAbsoluteError value on hold-out data: 0.09180493652820587
Epoch: 27
Loss on hold-out set: 0.013213612077953784
MeanAbsoluteError value on hold-out data: 0.09067444503307343
Epoch: 28
Loss on hold-out set: 0.012891620256643938
MeanAbsoluteError value on hold-out data: 0.08953660726547241
Epoch: 29
Loss on hold-out set: 0.012569421896171806
MeanAbsoluteError value on hold-out data: 0.08838741481304169
Epoch: 30
Loss on hold-out set: 0.012247359514922687
MeanAbsoluteError value on hold-out data: 0.08722655475139618
Epoch: 31
Loss on hold-out set: 0.011925076373460653
MeanAbsoluteError value on hold-out data: 0.08605428785085678
Epoch: 32
Loss on hold-out set: 0.011603252956104515
MeanAbsoluteError value on hold-out data: 0.08486808836460114
Epoch: 33
Loss on hold-out set: 0.011280972902712069
MeanAbsoluteError value on hold-out data: 0.08367589116096497
Epoch: 34
Loss on hold-out set: 0.010959235595931349
MeanAbsoluteError value on hold-out data: 0.08247444033622742
Epoch: 35
Loss on hold-out set: 0.010638711728939884
MeanAbsoluteError value on hold-out data: 0.08125634491443634
Epoch: 36
Loss on hold-out set: 0.010319861969420393
MeanAbsoluteError value on hold-out data: 0.08003085851669312
Epoch: 37
Loss on hold-out set: 0.010002417177403052
MeanAbsoluteError value on hold-out data: 0.07880251854658127
Epoch: 38
Loss on hold-out set: 0.009686734417061272
MeanAbsoluteError value on hold-out data: 0.07756980508565903
Epoch: 39
Loss on hold-out set: 0.009373235271165245
MeanAbsoluteError value on hold-out data: 0.0763222947716713
Epoch: 40
Loss on hold-out set: 0.009062600401720326
MeanAbsoluteError value on hold-out data: 0.07505832612514496
Epoch: 41
Loss on hold-out set: 0.00875541280440398
MeanAbsoluteError value on hold-out data: 0.07378846406936646
Epoch: 42
Loss on hold-out set: 0.008451805401005243
MeanAbsoluteError value on hold-out data: 0.07250703126192093
Epoch: 43
Loss on hold-out set: 0.008152303414566344
MeanAbsoluteError value on hold-out data: 0.07120790332555771
Epoch: 44
Loss on hold-out set: 0.00785790163239366
MeanAbsoluteError value on hold-out data: 0.06991560757160187
Epoch: 45
Loss on hold-out set: 0.007567027963599877
MeanAbsoluteError value on hold-out data: 0.06861099600791931
Epoch: 46
Loss on hold-out set: 0.007281272935583011
MeanAbsoluteError value on hold-out data: 0.0673055499792099
Epoch: 47
Loss on hold-out set: 0.00699946914775003
MeanAbsoluteError value on hold-out data: 0.06597837805747986
Epoch: 48
Loss on hold-out set: 0.006723174145200143
MeanAbsoluteError value on hold-out data: 0.06465168297290802
Epoch: 49
Loss on hold-out set: 0.006452285801060498
MeanAbsoluteError value on hold-out data: 0.06331261247396469
Epoch: 50
Loss on hold-out set: 0.006187406892422587
MeanAbsoluteError value on hold-out data: 0.06200200319290161
Epoch: 51
Loss on hold-out set: 0.005927779671956638
MeanAbsoluteError value on hold-out data: 0.06067458540201187
Epoch: 52
Loss on hold-out set: 0.005673790329111446
MeanAbsoluteError value on hold-out data: 0.05934377759695053
Epoch: 53
Loss on hold-out set: 0.005426653002168199
MeanAbsoluteError value on hold-out data: 0.058012064546346664
Epoch: 54
Loss on hold-out set: 0.00518499120861586
MeanAbsoluteError value on hold-out data: 0.05667559430003166
Epoch: 55
Loss on hold-out set: 0.004950939552049692
MeanAbsoluteError value on hold-out data: 0.05534713715314865
Epoch: 56
Loss on hold-out set: 0.004722585794393365
MeanAbsoluteError value on hold-out data: 0.054014891386032104
Epoch: 57
Loss on hold-out set: 0.004500602197367698
MeanAbsoluteError value on hold-out data: 0.05270650237798691
Epoch: 58
Loss on hold-out set: 0.004284234552055989
MeanAbsoluteError value on hold-out data: 0.05140577629208565
Epoch: 59
Loss on hold-out set: 0.004075121217235727
MeanAbsoluteError value on hold-out data: 0.05013227462768555
Epoch: 60
Loss on hold-out set: 0.0038716578442529823
MeanAbsoluteError value on hold-out data: 0.048850852996110916
Epoch: 61
Loss on hold-out set: 0.0036734971968383576
MeanAbsoluteError value on hold-out data: 0.04755699634552002
Epoch: 62
Loss on hold-out set: 0.0034826018274639195
MeanAbsoluteError value on hold-out data: 0.04628033563494682
Epoch: 63
Loss on hold-out set: 0.0032982367510588743
MeanAbsoluteError value on hold-out data: 0.045015957206487656
Epoch: 64
Loss on hold-out set: 0.0031208113022761323
MeanAbsoluteError value on hold-out data: 0.04376192390918732
Epoch: 65
Loss on hold-out set: 0.002948980056987095
MeanAbsoluteError value on hold-out data: 0.04254362732172012
Epoch: 66
Loss on hold-out set: 0.0027833581981739322
MeanAbsoluteError value on hold-out data: 0.04135553911328316
Epoch: 67
Loss on hold-out set: 0.002623766924156562
MeanAbsoluteError value on hold-out data: 0.04016535356640816
Epoch: 68
Loss on hold-out set: 0.0024693011640154416
MeanAbsoluteError value on hold-out data: 0.038987841457128525
Epoch: 69
Loss on hold-out set: 0.002320953549841713
MeanAbsoluteError value on hold-out data: 0.037830550223588943
Epoch: 70
Loss on hold-out set: 0.002178991113875159
MeanAbsoluteError value on hold-out data: 0.03668886423110962
Epoch: 71
Loss on hold-out set: 0.002042863517999649
MeanAbsoluteError value on hold-out data: 0.035553231835365295
Epoch: 72
Loss on hold-out set: 0.001912184867634144
MeanAbsoluteError value on hold-out data: 0.034419041126966476
Epoch: 73
Loss on hold-out set: 0.001786335523080963
MeanAbsoluteError value on hold-out data: 0.033288706094026566
Epoch: 74
Loss on hold-out set: 0.0016633911360067462
MeanAbsoluteError value on hold-out data: 0.03213782235980034
Epoch: 75
Loss on hold-out set: 0.0015480714899144675
MeanAbsoluteError value on hold-out data: 0.031021643429994583
Epoch: 76
Loss on hold-out set: 0.0014388922258819405
MeanAbsoluteError value on hold-out data: 0.029916957020759583
Epoch: 77
Loss on hold-out set: 0.0013355689098764408
MeanAbsoluteError value on hold-out data: 0.028820769861340523
Epoch: 78
Loss on hold-out set: 0.0012361938669958985
MeanAbsoluteError value on hold-out data: 0.027709830552339554
Epoch: 79
Loss on hold-out set: 0.0011392542203937314
MeanAbsoluteError value on hold-out data: 0.02656305767595768
Epoch: 80
Loss on hold-out set: 0.0010505939303823795
MeanAbsoluteError value on hold-out data: 0.025469301268458366
Epoch: 81
Loss on hold-out set: 0.0009685299408278967
MeanAbsoluteError value on hold-out data: 0.024419426918029785
Epoch: 82
Loss on hold-out set: 0.0008921468359307925
MeanAbsoluteError value on hold-out data: 0.023409880697727203
Epoch: 83
Loss on hold-out set: 0.0008196508792216742
MeanAbsoluteError value on hold-out data: 0.022397231310606003
Epoch: 84
Loss on hold-out set: 0.0007521218902088309
MeanAbsoluteError value on hold-out data: 0.021400487050414085
Epoch: 85
Loss on hold-out set: 0.000690204401172722
MeanAbsoluteError value on hold-out data: 0.020448336377739906
Epoch: 86
Loss on hold-out set: 0.0006323147153077451
MeanAbsoluteError value on hold-out data: 0.019502857699990273
Epoch: 87
Loss on hold-out set: 0.0005788504123828668
MeanAbsoluteError value on hold-out data: 0.018584035336971283
Epoch: 88
Loss on hold-out set: 0.0005291101999893343
MeanAbsoluteError value on hold-out data: 0.01768864504992962
Epoch: 89
Loss on hold-out set: 0.000482821717205776
MeanAbsoluteError value on hold-out data: 0.016831999644637108
Epoch: 90
Loss on hold-out set: 0.000439933265672727
MeanAbsoluteError value on hold-out data: 0.01600566692650318
Epoch: 91
Loss on hold-out set: 0.0004008274412818106
MeanAbsoluteError value on hold-out data: 0.015211804769933224
Epoch: 92
Loss on hold-out set: 0.0003656950008773588
MeanAbsoluteError value on hold-out data: 0.014454526826739311
Epoch: 93
Loss on hold-out set: 0.00033368290525303515
MeanAbsoluteError value on hold-out data: 0.013725129887461662
Epoch: 94
Loss on hold-out set: 0.00030429653557611776
MeanAbsoluteError value on hold-out data: 0.013013315387070179
Epoch: 95
Loss on hold-out set: 0.00027752696711870256
MeanAbsoluteError value on hold-out data: 0.012328908778727055
Epoch: 96
Loss on hold-out set: 0.0002532594888562974
MeanAbsoluteError value on hold-out data: 0.011670626699924469
Epoch: 97
Loss on hold-out set: 0.00023134834727419444
MeanAbsoluteError value on hold-out data: 0.011043149046599865
Epoch: 98
Loss on hold-out set: 0.0002115464881889669
MeanAbsoluteError value on hold-out data: 0.010441219434142113
Epoch: 99
Loss on hold-out set: 0.00019373679864848352
MeanAbsoluteError value on hold-out data: 0.009870759211480618
Epoch: 100
Loss on hold-out set: 0.00017757886024283884
MeanAbsoluteError value on hold-out data: 0.00931779108941555
Epoch: 101
Loss on hold-out set: 0.00016308401934925074
MeanAbsoluteError value on hold-out data: 0.008793812245130539
Epoch: 102
Loss on hold-out set: 0.00014997884490616057
MeanAbsoluteError value on hold-out data: 0.008302410133183002
Epoch: 103
Loss on hold-out set: 0.0001382387055951097
MeanAbsoluteError value on hold-out data: 0.007837844081223011
Epoch: 104
Loss on hold-out set: 0.0001277927587197107
MeanAbsoluteError value on hold-out data: 0.007401367649435997
Epoch: 105
Loss on hold-out set: 0.00011850519144660978
MeanAbsoluteError value on hold-out data: 0.006999443285167217
Epoch: 106
Loss on hold-out set: 0.00011022796479664976
MeanAbsoluteError value on hold-out data: 0.006619442719966173
Epoch: 107
Loss on hold-out set: 0.00010282082391648528
MeanAbsoluteError value on hold-out data: 0.006257857661694288
Epoch: 108
Loss on hold-out set: 9.626544002266631e-05
MeanAbsoluteError value on hold-out data: 0.005920374300330877
Epoch: 109
Loss on hold-out set: 9.037961298848753e-05
MeanAbsoluteError value on hold-out data: 0.005603318568319082
Epoch: 110
Loss on hold-out set: 8.512422518355092e-05
MeanAbsoluteError value on hold-out data: 0.005308154504746199
Epoch: 111
Loss on hold-out set: 8.033206926196918e-05
MeanAbsoluteError value on hold-out data: 0.00503564765676856
Epoch: 112
Loss on hold-out set: 7.6040707845574e-05
MeanAbsoluteError value on hold-out data: 0.00478367181494832
Epoch: 113
Loss on hold-out set: 7.213162063491932e-05
MeanAbsoluteError value on hold-out data: 0.004544409457594156
Epoch: 114
Loss on hold-out set: 6.858485476425955e-05
MeanAbsoluteError value on hold-out data: 0.004318837076425552
Epoch: 115
Loss on hold-out set: 6.54615295699937e-05
MeanAbsoluteError value on hold-out data: 0.004115561954677105
Epoch: 116
Loss on hold-out set: 6.26421546329718e-05
MeanAbsoluteError value on hold-out data: 0.003926410805433989
Epoch: 117
Loss on hold-out set: 6.00888887268076e-05
MeanAbsoluteError value on hold-out data: 0.0037558258045464754
Epoch: 118
Loss on hold-out set: 5.7795578198381824e-05
MeanAbsoluteError value on hold-out data: 0.0035927756689488888
Epoch: 119
Loss on hold-out set: 5.5593853451347585e-05
MeanAbsoluteError value on hold-out data: 0.003441933309659362
Epoch: 120
Loss on hold-out set: 5.351043087461891e-05
MeanAbsoluteError value on hold-out data: 0.0033081190194934607
Epoch: 121
Loss on hold-out set: 5.156277828925675e-05
MeanAbsoluteError value on hold-out data: 0.003183449152857065
Epoch: 122
Loss on hold-out set: 4.971438836850881e-05
MeanAbsoluteError value on hold-out data: 0.0030645246151834726
Epoch: 123
Loss on hold-out set: 4.7970073942930246e-05
MeanAbsoluteError value on hold-out data: 0.002948844339698553
Epoch: 124
Loss on hold-out set: 4.632022440594148e-05
MeanAbsoluteError value on hold-out data: 0.002837926847860217
Epoch: 125
Loss on hold-out set: 4.475663347660118e-05
MeanAbsoluteError value on hold-out data: 0.002729360945522785
Epoch: 126
Loss on hold-out set: 4.327912769272907e-05
MeanAbsoluteError value on hold-out data: 0.0026293061673641205
Epoch: 127
Loss on hold-out set: 4.187618834880356e-05
MeanAbsoluteError value on hold-out data: 0.002534011146053672
Epoch: 128
Loss on hold-out set: 4.053363915090813e-05
MeanAbsoluteError value on hold-out data: 0.0024423401337116957
Epoch: 129
Loss on hold-out set: 3.926229647121497e-05
MeanAbsoluteError value on hold-out data: 0.0023578370455652475
Epoch: 130
Loss on hold-out set: 3.806090116816114e-05
MeanAbsoluteError value on hold-out data: 0.0022794934920966625
Epoch: 131
Loss on hold-out set: 3.692637856027815e-05
MeanAbsoluteError value on hold-out data: 0.002205504570156336
Epoch: 132
Loss on hold-out set: 3.585449547328704e-05
MeanAbsoluteError value on hold-out data: 0.0021371289622038603
Epoch: 133
Loss on hold-out set: 3.479056465194892e-05
MeanAbsoluteError value on hold-out data: 0.0020764474757015705
Epoch: 134
Loss on hold-out set: 3.37808949815984e-05
MeanAbsoluteError value on hold-out data: 0.0020244212355464697
Epoch: 135
Loss on hold-out set: 3.2813443032122645e-05
MeanAbsoluteError value on hold-out data: 0.0019798537250608206
Epoch: 136
Loss on hold-out set: 3.187706994217957e-05
MeanAbsoluteError value on hold-out data: 0.00194121478125453
Epoch: 137
Loss on hold-out set: 3.096904904066976e-05
MeanAbsoluteError value on hold-out data: 0.0019100881181657314
Epoch: 138
Loss on hold-out set: 3.0085169709680388e-05
MeanAbsoluteError value on hold-out data: 0.0018839974654838443
Epoch: 139
Loss on hold-out set: 2.9216988558663327e-05
MeanAbsoluteError value on hold-out data: 0.001856624730862677
Epoch: 140
Loss on hold-out set: 2.8359530170674636e-05
MeanAbsoluteError value on hold-out data: 0.0018302706303074956
Epoch: 141
Loss on hold-out set: 2.7521457105787083e-05
MeanAbsoluteError value on hold-out data: 0.0018052186351269484
Epoch: 142
Loss on hold-out set: 2.6704600737042184e-05
MeanAbsoluteError value on hold-out data: 0.0017811822472140193
Epoch: 143
Loss on hold-out set: 2.590502694675335e-05
MeanAbsoluteError value on hold-out data: 0.001756393350660801
Epoch: 144
Loss on hold-out set: 2.5178186557333877e-05
MeanAbsoluteError value on hold-out data: 0.0017338661709800363
Epoch: 145
Loss on hold-out set: 2.4480510103555125e-05
MeanAbsoluteError value on hold-out data: 0.0017121771816164255
Epoch: 146
Loss on hold-out set: 2.3817836520834135e-05
MeanAbsoluteError value on hold-out data: 0.0016935447929427028
Epoch: 147
Loss on hold-out set: 2.3196091439029044e-05
MeanAbsoluteError value on hold-out data: 0.0016775623662397265
Epoch: 148
Loss on hold-out set: 2.2609533291011686e-05
MeanAbsoluteError value on hold-out data: 0.001665149931795895
Epoch: 149
Loss on hold-out set: 2.20574214418135e-05
MeanAbsoluteError value on hold-out data: 0.001655722502619028
Epoch: 150
Loss on hold-out set: 2.153361352266882e-05
MeanAbsoluteError value on hold-out data: 0.0016481311758980155
Epoch: 151
Loss on hold-out set: 2.1040271127802906e-05
MeanAbsoluteError value on hold-out data: 0.0016429086681455374
Epoch: 152
Loss on hold-out set: 2.0572402258822147e-05
MeanAbsoluteError value on hold-out data: 0.0016425729263573885
Epoch: 153
Loss on hold-out set: 2.0134805337222945e-05
MeanAbsoluteError value on hold-out data: 0.001645210082642734
Epoch: 154
Loss on hold-out set: 1.9694795905011414e-05
MeanAbsoluteError value on hold-out data: 0.0016440387116745114
Epoch: 155
Loss on hold-out set: 1.9237259249618283e-05
MeanAbsoluteError value on hold-out data: 0.001637358102016151
Epoch: 156
Loss on hold-out set: 1.8768755448624125e-05
MeanAbsoluteError value on hold-out data: 0.0016259398544207215
Epoch: 157
Loss on hold-out set: 1.829979620806087e-05
MeanAbsoluteError value on hold-out data: 0.0016110012074932456
Epoch: 158
Loss on hold-out set: 1.7810555816423273e-05
MeanAbsoluteError value on hold-out data: 0.001588804880157113
Epoch: 159
Loss on hold-out set: 1.732515333479886e-05
MeanAbsoluteError value on hold-out data: 0.0015640542842447758
Epoch: 160
Loss on hold-out set: 1.6850914607072365e-05
MeanAbsoluteError value on hold-out data: 0.0015378923853859305
Epoch: 161
Loss on hold-out set: 1.6396618428758887e-05
MeanAbsoluteError value on hold-out data: 0.0015125334030017257
Epoch: 162
Loss on hold-out set: 1.596517092105007e-05
MeanAbsoluteError value on hold-out data: 0.0014881781535223126
Epoch: 163
Loss on hold-out set: 1.5553481796247655e-05
MeanAbsoluteError value on hold-out data: 0.0014649913646280766
Epoch: 164
Loss on hold-out set: 1.5171623684707177e-05
MeanAbsoluteError value on hold-out data: 0.001444269553758204
Epoch: 165
Loss on hold-out set: 1.479919662924314e-05
MeanAbsoluteError value on hold-out data: 0.00142378406599164
Epoch: 166
Loss on hold-out set: 1.4460657352631157e-05
MeanAbsoluteError value on hold-out data: 0.0014074313221499324
Epoch: 167
Loss on hold-out set: 1.4174051451887911e-05
MeanAbsoluteError value on hold-out data: 0.0013986467383801937
Epoch: 168
Loss on hold-out set: 1.3917980352124759e-05
MeanAbsoluteError value on hold-out data: 0.001394110033288598
Epoch: 169
Loss on hold-out set: 1.369043697906884e-05
MeanAbsoluteError value on hold-out data: 0.0013933343579992652
Epoch: 170
Loss on hold-out set: 1.3503930912524933e-05
MeanAbsoluteError value on hold-out data: 0.0013986738631501794
Epoch: 171
Loss on hold-out set: 1.334875618434688e-05
MeanAbsoluteError value on hold-out data: 0.0014073614729568362
Epoch: 172
Loss on hold-out set: 1.3204979087452043e-05
MeanAbsoluteError value on hold-out data: 0.0014167986810207367
Epoch: 173
Loss on hold-out set: 1.3072713043720497e-05
MeanAbsoluteError value on hold-out data: 0.0014281022595241666
Epoch: 174
Loss on hold-out set: 1.2946373602355715e-05
MeanAbsoluteError value on hold-out data: 0.00143921235576272
Epoch: 175
Loss on hold-out set: 1.2816779680235868e-05
MeanAbsoluteError value on hold-out data: 0.0014474112540483475
Epoch: 176
Loss on hold-out set: 1.267335924045423e-05
MeanAbsoluteError value on hold-out data: 0.0014506663428619504
Epoch: 177
Loss on hold-out set: 1.250696012122214e-05
MeanAbsoluteError value on hold-out data: 0.0014467895962297916
Epoch: 178
Loss on hold-out set: 1.2163922713993639e-05
MeanAbsoluteError value on hold-out data: 0.0014168702764436603
Epoch: 179
Loss on hold-out set: 1.1931781593725526e-05
MeanAbsoluteError value on hold-out data: 0.001394264050759375
Epoch: 180
Loss on hold-out set: 1.1673077850853014e-05
MeanAbsoluteError value on hold-out data: 0.0013637490337714553
Epoch: 181
Loss on hold-out set: 1.1393167135802168e-05
MeanAbsoluteError value on hold-out data: 0.0013267889153212309
Epoch: 182
Loss on hold-out set: 1.1103697925375999e-05
MeanAbsoluteError value on hold-out data: 0.0012866505421698093
Epoch: 183
Loss on hold-out set: 1.0813993548864395e-05
MeanAbsoluteError value on hold-out data: 0.0012441796716302633
Epoch: 184
Loss on hold-out set: 1.0531159004307555e-05
MeanAbsoluteError value on hold-out data: 0.001202024519443512
Epoch: 185
Loss on hold-out set: 1.0262728440729438e-05
MeanAbsoluteError value on hold-out data: 0.001163127482868731
Epoch: 186
Loss on hold-out set: 1.0012943026014765e-05
MeanAbsoluteError value on hold-out data: 0.0011345867533236742
Epoch: 187
Loss on hold-out set: 9.787221319799611e-06
MeanAbsoluteError value on hold-out data: 0.001116144354455173
Epoch: 188
Loss on hold-out set: 9.586597495345622e-06
MeanAbsoluteError value on hold-out data: 0.0011094033252447844
Epoch: 189
Loss on hold-out set: 9.41389562195869e-06
MeanAbsoluteError value on hold-out data: 0.00111603073310107
Epoch: 190
Loss on hold-out set: 9.268205935678739e-06
MeanAbsoluteError value on hold-out data: 0.0011332965223118663
Epoch: 191
Loss on hold-out set: 9.147043664819121e-06
MeanAbsoluteError value on hold-out data: 0.0011549217160791159
Epoch: 192
Loss on hold-out set: 9.041770047253139e-06
MeanAbsoluteError value on hold-out data: 0.001177317346446216
Epoch: 193
Loss on hold-out set: 8.945818971022546e-06
MeanAbsoluteError value on hold-out data: 0.0011966746533289552
Epoch: 194
Loss on hold-out set: 8.851432973618725e-06
MeanAbsoluteError value on hold-out data: 0.001212030416354537
Epoch: 195
Loss on hold-out set: 8.75181952826671e-06
MeanAbsoluteError value on hold-out data: 0.00122060626745224
Epoch: 196
Loss on hold-out set: 8.645898675078905e-06
MeanAbsoluteError value on hold-out data: 0.001224000588990748
Epoch: 197
Loss on hold-out set: 8.536431483650487e-06
MeanAbsoluteError value on hold-out data: 0.0012245876714587212
Epoch: 198
Loss on hold-out set: 8.42678861838402e-06
MeanAbsoluteError value on hold-out data: 0.0012243663659319282
Epoch: 199
Loss on hold-out set: 8.315161604412568e-06
MeanAbsoluteError value on hold-out data: 0.0012222292134538293
Epoch: 200
Loss on hold-out set: 8.204703743636424e-06
MeanAbsoluteError value on hold-out data: 0.001220066100358963
Epoch: 201
Loss on hold-out set: 8.096530842450241e-06
MeanAbsoluteError value on hold-out data: 0.0012180623598396778
Epoch: 202
Loss on hold-out set: 7.990222653718679e-06
MeanAbsoluteError value on hold-out data: 0.0012157474411651492
Epoch: 203
Loss on hold-out set: 7.884532405305914e-06
MeanAbsoluteError value on hold-out data: 0.0012124512577429414
Epoch: 204
Loss on hold-out set: 7.782802332425681e-06
MeanAbsoluteError value on hold-out data: 0.0012098310980945826
Epoch: 205
Loss on hold-out set: 7.682790891892996e-06
MeanAbsoluteError value on hold-out data: 0.0012061464367434382
Epoch: 206
Loss on hold-out set: 7.586845084149804e-06
MeanAbsoluteError value on hold-out data: 0.0012024813331663609
Epoch: 207
Loss on hold-out set: 7.497391157591282e-06
MeanAbsoluteError value on hold-out data: 0.0012002141447737813
Epoch: 208
Loss on hold-out set: 7.417692441286387e-06
MeanAbsoluteError value on hold-out data: 0.0012010340578854084
Epoch: 209
Loss on hold-out set: 7.350327000435036e-06
MeanAbsoluteError value on hold-out data: 0.0012062226887792349
Epoch: 210
Loss on hold-out set: 7.29509380903437e-06
MeanAbsoluteError value on hold-out data: 0.0012156869051977992
Epoch: 211
Loss on hold-out set: 7.250124304236076e-06
MeanAbsoluteError value on hold-out data: 0.0012286534765735269
Epoch: 212
Loss on hold-out set: 7.212487809146009e-06
MeanAbsoluteError value on hold-out data: 0.0012428618501871824
Epoch: 213
Loss on hold-out set: 7.17930382988566e-06
MeanAbsoluteError value on hold-out data: 0.0012566681252792478
Epoch: 214
Loss on hold-out set: 7.146072545307752e-06
MeanAbsoluteError value on hold-out data: 0.0012681926600635052
Epoch: 215
Loss on hold-out set: 7.1100973372788186e-06
MeanAbsoluteError value on hold-out data: 0.0012767838779836893
Epoch: 216
Loss on hold-out set: 7.066247218888652e-06
MeanAbsoluteError value on hold-out data: 0.0012803947320207953
Epoch: 217
Loss on hold-out set: 7.0172924186282985e-06
MeanAbsoluteError value on hold-out data: 0.0012804290745407343
Epoch: 218
Loss on hold-out set: 6.9599592151803336e-06
MeanAbsoluteError value on hold-out data: 0.0012753710616379976
Epoch: 219
Loss on hold-out set: 6.896008434415834e-06
MeanAbsoluteError value on hold-out data: 0.0012660645879805088
Epoch: 220
Loss on hold-out set: 6.827280922032897e-06
MeanAbsoluteError value on hold-out data: 0.001253377879038453
Epoch: 221
Loss on hold-out set: 6.755050695741566e-06
MeanAbsoluteError value on hold-out data: 0.001237625489011407
Epoch: 222
Loss on hold-out set: 6.681136112936321e-06
MeanAbsoluteError value on hold-out data: 0.0012196345487609506
Epoch: 223
Loss on hold-out set: 6.607475529338708e-06
MeanAbsoluteError value on hold-out data: 0.0012002289295196533
Epoch: 224
Loss on hold-out set: 6.534066549671766e-06
MeanAbsoluteError value on hold-out data: 0.0011801653308793902
Epoch: 225
Loss on hold-out set: 6.46014358096636e-06
MeanAbsoluteError value on hold-out data: 0.001157810795120895
Epoch: 226
Loss on hold-out set: 6.388611048554307e-06
MeanAbsoluteError value on hold-out data: 0.0011352073634043336
Epoch: 227
Loss on hold-out set: 6.319719925105155e-06
MeanAbsoluteError value on hold-out data: 0.0011126160388812423
Epoch: 228
Loss on hold-out set: 6.253863000139111e-06
MeanAbsoluteError value on hold-out data: 0.0010904864175245166
Epoch: 229
Loss on hold-out set: 6.191635673315575e-06
MeanAbsoluteError value on hold-out data: 0.0010683790314942598
Epoch: 230
Loss on hold-out set: 6.1337287694354206e-06
MeanAbsoluteError value on hold-out data: 0.001046833349391818
Epoch: 231
Loss on hold-out set: 6.081123234629989e-06
MeanAbsoluteError value on hold-out data: 0.001026306883431971
Epoch: 232
Loss on hold-out set: 6.034265626310212e-06
MeanAbsoluteError value on hold-out data: 0.001007339102216065
Epoch: 233
Loss on hold-out set: 5.993022716965195e-06
MeanAbsoluteError value on hold-out data: 0.0009912146488204598
Epoch: 234
Loss on hold-out set: 5.957013417843739e-06
MeanAbsoluteError value on hold-out data: 0.0009785299189388752
Epoch: 235
Loss on hold-out set: 5.925316528987423e-06
MeanAbsoluteError value on hold-out data: 0.0009686446283012629
Epoch: 236
Loss on hold-out set: 5.8965831598063805e-06
MeanAbsoluteError value on hold-out data: 0.0009612574358470738
Epoch: 237
Loss on hold-out set: 5.869672613219959e-06
MeanAbsoluteError value on hold-out data: 0.0009558538440614939
Epoch: 238
Loss on hold-out set: 5.843425881087234e-06
MeanAbsoluteError value on hold-out data: 0.0009518745355308056
Epoch: 239
Loss on hold-out set: 5.816974395220074e-06
MeanAbsoluteError value on hold-out data: 0.00094934570370242
Epoch: 240
Loss on hold-out set: 5.790252606181256e-06
MeanAbsoluteError value on hold-out data: 0.0009478452848270535
Epoch: 241
Loss on hold-out set: 5.7628963406243295e-06
MeanAbsoluteError value on hold-out data: 0.0009471643716096878
Epoch: 242
Loss on hold-out set: 5.734956239304043e-06
MeanAbsoluteError value on hold-out data: 0.000947797205299139
Epoch: 243
Loss on hold-out set: 5.707833140963646e-06
MeanAbsoluteError value on hold-out data: 0.000949240056797862
Epoch: 244
Loss on hold-out set: 5.682851791950845e-06
MeanAbsoluteError value on hold-out data: 0.0009501815657131374
Epoch: 245
Loss on hold-out set: 5.655496579493047e-06
MeanAbsoluteError value on hold-out data: 0.0009512409451417625
Epoch: 246
Loss on hold-out set: 5.6305582018610855e-06
MeanAbsoluteError value on hold-out data: 0.0009521582978777587
Epoch: 247
Loss on hold-out set: 5.611795548301607e-06
MeanAbsoluteError value on hold-out data: 0.0009508964139968157
Epoch: 248
Loss on hold-out set: 5.590762092155226e-06
MeanAbsoluteError value on hold-out data: 0.0009500814485363662
Epoch: 249
Loss on hold-out set: 5.571975277898912e-06
MeanAbsoluteError value on hold-out data: 0.0009485775954090059
Epoch: 250
Loss on hold-out set: 5.5558049826674364e-06
MeanAbsoluteError value on hold-out data: 0.0009470136137679219
Epoch: 251
Loss on hold-out set: 5.5416160732516134e-06
MeanAbsoluteError value on hold-out data: 0.000946451909840107
Epoch: 252
Loss on hold-out set: 5.533353394663496e-06
MeanAbsoluteError value on hold-out data: 0.0009434335515834391
Epoch: 253
Loss on hold-out set: 5.521899823472602e-06
MeanAbsoluteError value on hold-out data: 0.0009419808047823608
Epoch: 254
Loss on hold-out set: 5.5118169281118565e-06
MeanAbsoluteError value on hold-out data: 0.0009401147835887969
Epoch: 255
Loss on hold-out set: 5.50362959248368e-06
MeanAbsoluteError value on hold-out data: 0.0009385430603288114
Epoch: 256
Loss on hold-out set: 5.507505627789262e-06
MeanAbsoluteError value on hold-out data: 0.0009372525382786989
Epoch: 257
Loss on hold-out set: 5.500081096436971e-06
MeanAbsoluteError value on hold-out data: 0.0009357203962281346
Epoch: 258
Loss on hold-out set: 5.500141434230213e-06
MeanAbsoluteError value on hold-out data: 0.0009356820373795927
Epoch: 259
Loss on hold-out set: 5.509179509407372e-06
MeanAbsoluteError value on hold-out data: 0.0009333062334917486
Epoch: 260
Loss on hold-out set: 5.513843240422782e-06
MeanAbsoluteError value on hold-out data: 0.0009322185069322586
Epoch: 261
Loss on hold-out set: 5.501472813307373e-06
MeanAbsoluteError value on hold-out data: 0.0009309507440775633
Epoch: 262
Loss on hold-out set: 5.502445152896335e-06
MeanAbsoluteError value on hold-out data: 0.0009304053382948041
Epoch: 263
Loss on hold-out set: 5.503795712887663e-06
MeanAbsoluteError value on hold-out data: 0.0009299376397393644
Epoch: 264
Loss on hold-out set: 5.504775286923584e-06
MeanAbsoluteError value on hold-out data: 0.0009296698262915015
Epoch: 265
Loss on hold-out set: 5.505322279550216e-06
MeanAbsoluteError value on hold-out data: 0.000929553818423301
Epoch: 266
Loss on hold-out set: 5.505389637879657e-06
MeanAbsoluteError value on hold-out data: 0.0009296161006204784
Epoch: 267
Loss on hold-out set: 5.505162892099609e-06
MeanAbsoluteError value on hold-out data: 0.0009297847864218056
Epoch: 268
Loss on hold-out set: 5.50480692140809e-06
MeanAbsoluteError value on hold-out data: 0.0009300597594119608
Epoch: 269
Loss on hold-out set: 5.504365410346461e-06
MeanAbsoluteError value on hold-out data: 0.0009303723927587271
Epoch: 270
Loss on hold-out set: 5.504017870431485e-06
MeanAbsoluteError value on hold-out data: 0.000930717505980283
Epoch: 271
Loss on hold-out set: 5.503840507745544e-06
MeanAbsoluteError value on hold-out data: 0.0009310313034802675
Epoch: 272
Loss on hold-out set: 5.50367315398896e-06
MeanAbsoluteError value on hold-out data: 0.0009313654736615717
Epoch: 273
Loss on hold-out set: 5.482947893136425e-06
MeanAbsoluteError value on hold-out data: 0.000930980546399951
Epoch: 274
Loss on hold-out set: 5.485226371828694e-06
MeanAbsoluteError value on hold-out data: 0.000931396207306534
Epoch: 275
Loss on hold-out set: 5.4850985908148546e-06
MeanAbsoluteError value on hold-out data: 0.0009318862576037645
Epoch: 276
Loss on hold-out set: 5.485476654897818e-06
MeanAbsoluteError value on hold-out data: 0.0009320458048023283
Epoch: 277
Loss on hold-out set: 5.485823927798313e-06
MeanAbsoluteError value on hold-out data: 0.0009322032565250993
Epoch: 278
Loss on hold-out set: 5.485362273224095e-06
MeanAbsoluteError value on hold-out data: 0.000933018047362566
Epoch: 279
Loss on hold-out set: 5.4923075921171975e-06
MeanAbsoluteError value on hold-out data: 0.0009323656558990479
Epoch: 280
Loss on hold-out set: 5.492721707642695e-06
MeanAbsoluteError value on hold-out data: 0.0009325693245045841
Epoch: 281
Loss on hold-out set: 5.493324454313982e-06
MeanAbsoluteError value on hold-out data: 0.0009326034924015403
Epoch: 282
Loss on hold-out set: 5.4939573728736495e-06
MeanAbsoluteError value on hold-out data: 0.0009326023864559829
Epoch: 283
Loss on hold-out set: 5.472292146255074e-06
MeanAbsoluteError value on hold-out data: 0.0009318764787167311
Epoch: 284
Loss on hold-out set: 5.4718781698463655e-06
MeanAbsoluteError value on hold-out data: 0.0009321363759227097
Epoch: 285
Loss on hold-out set: 5.472525834785588e-06
MeanAbsoluteError value on hold-out data: 0.000932097842451185
Epoch: 286
Loss on hold-out set: 5.473116419209059e-06
MeanAbsoluteError value on hold-out data: 0.0009320912649855018
Epoch: 287
Loss on hold-out set: 5.4738165102351465e-06
MeanAbsoluteError value on hold-out data: 0.0009320483659394085
Epoch: 288
Loss on hold-out set: 5.47444180130553e-06
MeanAbsoluteError value on hold-out data: 0.0009320322424173355
Epoch: 289
Loss on hold-out set: 5.4751184646157095e-06
MeanAbsoluteError value on hold-out data: 0.0009319824166595936
Epoch: 290
Loss on hold-out set: 5.478896665665975e-06
MeanAbsoluteError value on hold-out data: 0.0009318608790636063
Epoch: 291
Loss on hold-out set: 5.479474147681398e-06
MeanAbsoluteError value on hold-out data: 0.0009320441167801619
Epoch: 292
Loss on hold-out set: 5.480051225061432e-06
MeanAbsoluteError value on hold-out data: 0.0009320067474618554
Epoch: 293
Loss on hold-out set: 5.480664507959582e-06
MeanAbsoluteError value on hold-out data: 0.000932029215618968
Epoch: 294
Loss on hold-out set: 5.48118647340121e-06
MeanAbsoluteError value on hold-out data: 0.0009320160606876016
Epoch: 295
Loss on hold-out set: 5.48169579940948e-06
MeanAbsoluteError value on hold-out data: 0.0009319889359176159
Epoch: 296
Loss on hold-out set: 5.482272123614214e-06
MeanAbsoluteError value on hold-out data: 0.0009320108219981194
Epoch: 297
Loss on hold-out set: 5.482760858094001e-06
MeanAbsoluteError value on hold-out data: 0.0009320115204900503
Epoch: 298
Loss on hold-out set: 5.483286005271207e-06
MeanAbsoluteError value on hold-out data: 0.0009319920209236443
Epoch: 299
Loss on hold-out set: 5.483810931058255e-06
MeanAbsoluteError value on hold-out data: 0.0009320356184616685
Epoch: 300
Loss on hold-out set: 5.4842778945086185e-06
MeanAbsoluteError value on hold-out data: 0.0009320344543084502
Epoch: 301
Loss on hold-out set: 5.48478898864639e-06
MeanAbsoluteError value on hold-out data: 0.0009320478420704603
Epoch: 302
Loss on hold-out set: 5.485215979206259e-06
MeanAbsoluteError value on hold-out data: 0.0009320498793385923
Epoch: 303
Loss on hold-out set: 5.485757627429609e-06
MeanAbsoluteError value on hold-out data: 0.0009320699027739465
Epoch: 304
Loss on hold-out set: 5.486235242289551e-06
MeanAbsoluteError value on hold-out data: 0.0009321026154793799
Epoch: 305
Loss on hold-out set: 5.4631092250713805e-06
MeanAbsoluteError value on hold-out data: 0.0009313534828834236
Epoch: 306
Loss on hold-out set: 5.462478005830762e-06
MeanAbsoluteError value on hold-out data: 0.0009316373616456985
Epoch: 307
Loss on hold-out set: 5.462941910955603e-06
MeanAbsoluteError value on hold-out data: 0.0009316676878370345
Epoch: 308
Loss on hold-out set: 5.4633991601648584e-06
MeanAbsoluteError value on hold-out data: 0.0009316589566878974
Epoch: 309
Loss on hold-out set: 5.463883786959693e-06
MeanAbsoluteError value on hold-out data: 0.0009317204239778221
Epoch: 310
Loss on hold-out set: 5.464384297002461e-06
MeanAbsoluteError value on hold-out data: 0.0009317460935562849
Epoch: 311
Loss on hold-out set: 5.464876860933625e-06
MeanAbsoluteError value on hold-out data: 0.0009317596559412777
Epoch: 312
Loss on hold-out set: 5.465315846950752e-06
MeanAbsoluteError value on hold-out data: 0.0009317813091911376
Epoch: 313
Loss on hold-out set: 5.465808212677889e-06
MeanAbsoluteError value on hold-out data: 0.0009318015072494745
Epoch: 314
Loss on hold-out set: 5.466247779096241e-06
MeanAbsoluteError value on hold-out data: 0.000931844231672585
Epoch: 315
Loss on hold-out set: 5.4667211920308255e-06
MeanAbsoluteError value on hold-out data: 0.0009318490629084408
Epoch: 316
Loss on hold-out set: 5.4672014134606986e-06
MeanAbsoluteError value on hold-out data: 0.000931896676775068
Epoch: 317
Loss on hold-out set: 5.467694150913878e-06
MeanAbsoluteError value on hold-out data: 0.0009319020318798721
Epoch: 318
Loss on hold-out set: 5.468162180926284e-06
MeanAbsoluteError value on hold-out data: 0.0009319125674664974
Epoch: 319
Loss on hold-out set: 5.468029621325561e-06
MeanAbsoluteError value on hold-out data: 0.0009325998835265636
Epoch: 320
Loss on hold-out set: 5.474207681961736e-06
MeanAbsoluteError value on hold-out data: 0.0009320629760622978
Epoch: 321
Loss on hold-out set: 5.474819541530594e-06
MeanAbsoluteError value on hold-out data: 0.0009321533725596964
Epoch: 322
Loss on hold-out set: 5.475268683073266e-06
MeanAbsoluteError value on hold-out data: 0.0009321719408035278
Epoch: 323
Loss on hold-out set: 5.4757456427380115e-06
MeanAbsoluteError value on hold-out data: 0.0009322026162408292
Epoch: 324
Loss on hold-out set: 5.4762399501166666e-06
MeanAbsoluteError value on hold-out data: 0.0009322190308012068
Epoch: 325
Loss on hold-out set: 5.4767363734167946e-06
MeanAbsoluteError value on hold-out data: 0.0009322408004663885
Epoch: 326
Loss on hold-out set: 5.480411635523141e-06
MeanAbsoluteError value on hold-out data: 0.000932169845327735
Epoch: 327
Loss on hold-out set: 5.480865319303743e-06
MeanAbsoluteError value on hold-out data: 0.0009323937701992691
Epoch: 328
Loss on hold-out set: 5.4813470231501446e-06
MeanAbsoluteError value on hold-out data: 0.0009324130369350314
Epoch: 329
Loss on hold-out set: 5.4818621853320635e-06
MeanAbsoluteError value on hold-out data: 0.000932415307033807
Epoch: 330
Loss on hold-out set: 5.482325981257705e-06
MeanAbsoluteError value on hold-out data: 0.0009324611164629459
Epoch: 331
Loss on hold-out set: 5.48282378301074e-06
MeanAbsoluteError value on hold-out data: 0.0009324591374024749
Epoch: 332
Loss on hold-out set: 5.4591908780677935e-06
MeanAbsoluteError value on hold-out data: 0.0009317299700342119
Epoch: 333
Loss on hold-out set: 5.458603542694475e-06
MeanAbsoluteError value on hold-out data: 0.0009319932432845235
Epoch: 334
Loss on hold-out set: 5.458998129513834e-06
MeanAbsoluteError value on hold-out data: 0.0009320132667198777
Epoch: 335
Loss on hold-out set: 5.45950816382102e-06
MeanAbsoluteError value on hold-out data: 0.0009320192621089518
Epoch: 336
Loss on hold-out set: 5.4599826687475985e-06
MeanAbsoluteError value on hold-out data: 0.0009320814278908074
Epoch: 337
Loss on hold-out set: 5.460498170494152e-06
MeanAbsoluteError value on hold-out data: 0.0009321020916104317
Epoch: 338
Loss on hold-out set: 5.460996983461691e-06
MeanAbsoluteError value on hold-out data: 0.0009321107645519078
Epoch: 339
Loss on hold-out set: 5.4614548100804126e-06
MeanAbsoluteError value on hold-out data: 0.0009321514517068863
Epoch: 340
Loss on hold-out set: 5.461986429927971e-06
MeanAbsoluteError value on hold-out data: 0.0009321134421043098
Epoch: 341
Loss on hold-out set: 5.46243735156718e-06
MeanAbsoluteError value on hold-out data: 0.0009321639663539827
Epoch: 342
Loss on hold-out set: 5.462908638109136e-06
MeanAbsoluteError value on hold-out data: 0.000932171824388206
Epoch: 343
Loss on hold-out set: 5.4633946508362756e-06
MeanAbsoluteError value on hold-out data: 0.0009322105906903744
Epoch: 344
Loss on hold-out set: 5.463879956012438e-06
MeanAbsoluteError value on hold-out data: 0.000932235037907958
Epoch: 345
Loss on hold-out set: 5.4643799103359925e-06
MeanAbsoluteError value on hold-out data: 0.0009322305559180677
Epoch: 346
Loss on hold-out set: 5.464805496265064e-06
MeanAbsoluteError value on hold-out data: 0.0009322459227405488
Epoch: 347
Loss on hold-out set: 5.465313065362927e-06
MeanAbsoluteError value on hold-out data: 0.0009322842815890908
Epoch: 348
Loss on hold-out set: 5.465755603345794e-06
MeanAbsoluteError value on hold-out data: 0.0009322955156676471
Epoch: 349
Loss on hold-out set: 5.466262538190772e-06
MeanAbsoluteError value on hold-out data: 0.0009323064587078989
Epoch: 350
Loss on hold-out set: 5.466676875106427e-06
MeanAbsoluteError value on hold-out data: 0.0009323153644800186
Epoch: 351
Loss on hold-out set: 5.467188644633768e-06
MeanAbsoluteError value on hold-out data: 0.0009323143749497831
Epoch: 352
Loss on hold-out set: 5.467629666542818e-06
MeanAbsoluteError value on hold-out data: 0.0009323598933406174
Epoch: 353
Loss on hold-out set: 5.468210880029514e-06
MeanAbsoluteError value on hold-out data: 0.0009323587873950601
Epoch: 354
Loss on hold-out set: 5.4686485406974545e-06
MeanAbsoluteError value on hold-out data: 0.000932412629481405
Epoch: 355
Loss on hold-out set: 5.469171634032184e-06
MeanAbsoluteError value on hold-out data: 0.0009324107668362558
Epoch: 356
Loss on hold-out set: 5.469642880185395e-06
MeanAbsoluteError value on hold-out data: 0.0009324271231889725
Epoch: 357
Loss on hold-out set: 5.470175835853297e-06
MeanAbsoluteError value on hold-out data: 0.0009324409766122699
Epoch: 358
Loss on hold-out set: 5.470684532844261e-06
MeanAbsoluteError value on hold-out data: 0.0009324535494670272
Epoch: 359
Loss on hold-out set: 5.471116749258966e-06
MeanAbsoluteError value on hold-out data: 0.0009324909187853336
Epoch: 360
Loss on hold-out set: 5.471614767166581e-06
MeanAbsoluteError value on hold-out data: 0.0009325192659161985
Epoch: 361
Loss on hold-out set: 5.472149097547692e-06
MeanAbsoluteError value on hold-out data: 0.0009325043647550046
Epoch: 362
Loss on hold-out set: 5.472624071432476e-06
MeanAbsoluteError value on hold-out data: 0.0009325239807367325
Epoch: 363
Loss on hold-out set: 5.473199718751762e-06
MeanAbsoluteError value on hold-out data: 0.0009325215360149741
Epoch: 364
Loss on hold-out set: 5.473629701818457e-06
MeanAbsoluteError value on hold-out data: 0.0009325602441094816
Epoch: 365
Loss on hold-out set: 5.47411543631202e-06
MeanAbsoluteError value on hold-out data: 0.0009325770661234856
Epoch: 366
Loss on hold-out set: 5.474641828808863e-06
MeanAbsoluteError value on hold-out data: 0.0009325728751718998
Epoch: 367
Loss on hold-out set: 5.475177376835841e-06
MeanAbsoluteError value on hold-out data: 0.0009325850987806916
Epoch: 368
Loss on hold-out set: 5.475741992044229e-06
MeanAbsoluteError value on hold-out data: 0.0009325867868028581
Epoch: 369
Loss on hold-out set: 5.4762397130197746e-06
MeanAbsoluteError value on hold-out data: 0.0009326115250587463
Epoch: 370
Loss on hold-out set: 5.47678648163846e-06
MeanAbsoluteError value on hold-out data: 0.0009326107101514935
Epoch: 371
Loss on hold-out set: 5.4773096280769096e-06
MeanAbsoluteError value on hold-out data: 0.0009326335857622325
Epoch: 372
Loss on hold-out set: 5.477744178811487e-06
MeanAbsoluteError value on hold-out data: 0.0009326815488748252
Epoch: 373
Loss on hold-out set: 5.4782428773442485e-06
MeanAbsoluteError value on hold-out data: 0.0009326792787760496
Epoch: 374
Loss on hold-out set: 5.478743062033238e-06
MeanAbsoluteError value on hold-out data: 0.0009326931904070079
Epoch: 375
Loss on hold-out set: 5.479238035078245e-06
MeanAbsoluteError value on hold-out data: 0.000932697847019881
Epoch: 376
Loss on hold-out set: 5.479670448201097e-06
MeanAbsoluteError value on hold-out data: 0.0009327031439170241
Epoch: 377
Loss on hold-out set: 5.480186451815203e-06
MeanAbsoluteError value on hold-out data: 0.0009327345178462565
Epoch: 378
Loss on hold-out set: 5.480649494565544e-06
MeanAbsoluteError value on hold-out data: 0.0009327472071163356
Epoch: 379
Loss on hold-out set: 5.4569402047826245e-06
MeanAbsoluteError value on hold-out data: 0.0009319958044216037
Epoch: 380
Loss on hold-out set: 5.456452218990499e-06
MeanAbsoluteError value on hold-out data: 0.0009322578553110361
Epoch: 381
Loss on hold-out set: 5.456828876198845e-06
MeanAbsoluteError value on hold-out data: 0.0009322779369540513
Epoch: 382
Loss on hold-out set: 5.457320526895608e-06
MeanAbsoluteError value on hold-out data: 0.00093227403704077
Epoch: 383
Loss on hold-out set: 5.45781712895333e-06
MeanAbsoluteError value on hold-out data: 0.0009322845144197345
Epoch: 384
Loss on hold-out set: 5.458275721462326e-06
MeanAbsoluteError value on hold-out data: 0.0009323075646534562
Epoch: 385
Loss on hold-out set: 5.461945328396436e-06
MeanAbsoluteError value on hold-out data: 0.000932276772800833
Epoch: 386
Loss on hold-out set: 5.462458189167831e-06
MeanAbsoluteError value on hold-out data: 0.0009324505808763206
Epoch: 387
Loss on hold-out set: 5.46299817098148e-06
MeanAbsoluteError value on hold-out data: 0.0009324394632130861
Epoch: 388
Loss on hold-out set: 5.4634529377787995e-06
MeanAbsoluteError value on hold-out data: 0.0009324750280939043
Epoch: 389
Loss on hold-out set: 5.463357238143449e-06
MeanAbsoluteError value on hold-out data: 0.0009331309702247381
Epoch: 390
Loss on hold-out set: 5.469505758900309e-06
MeanAbsoluteError value on hold-out data: 0.0009325564024038613
Epoch: 391
Loss on hold-out set: 5.470147681906287e-06
MeanAbsoluteError value on hold-out data: 0.0009326848667114973
Epoch: 392
Loss on hold-out set: 5.470586285726217e-06
MeanAbsoluteError value on hold-out data: 0.0009326555300503969
Epoch: 393
Loss on hold-out set: 5.471042157230506e-06
MeanAbsoluteError value on hold-out data: 0.0009326802683062851
Epoch: 394
Loss on hold-out set: 5.471505838721369e-06
MeanAbsoluteError value on hold-out data: 0.0009327421430498362
Epoch: 395
Loss on hold-out set: 5.471981251646771e-06
MeanAbsoluteError value on hold-out data: 0.000932730850763619
Epoch: 396
Loss on hold-out set: 5.472476614368373e-06
MeanAbsoluteError value on hold-out data: 0.0009327208972536027
Epoch: 397
Loss on hold-out set: 5.472957666759277e-06
MeanAbsoluteError value on hold-out data: 0.0009327539592050016
Epoch: 398
Loss on hold-out set: 5.47342482018633e-06
MeanAbsoluteError value on hold-out data: 0.0009327545994892716
Epoch: 399
Loss on hold-out set: 5.473946384732268e-06
MeanAbsoluteError value on hold-out data: 0.0009327488951385021
Epoch: 400
Loss on hold-out set: 5.474371612398213e-06
MeanAbsoluteError value on hold-out data: 0.0009328053565695882
Epoch: 401
Loss on hold-out set: 5.47493859408788e-06
MeanAbsoluteError value on hold-out data: 0.0009328050655312836
Epoch: 402
Loss on hold-out set: 5.4754293861498425e-06
MeanAbsoluteError value on hold-out data: 0.0009328246233053505
Epoch: 403
Loss on hold-out set: 5.475949750252527e-06
MeanAbsoluteError value on hold-out data: 0.0009328144951723516
Epoch: 404
Loss on hold-out set: 5.476410206627311e-06
MeanAbsoluteError value on hold-out data: 0.0009328260784968734
Epoch: 405
Loss on hold-out set: 5.47695134251195e-06
MeanAbsoluteError value on hold-out data: 0.0009328596643172204
Epoch: 406
Loss on hold-out set: 5.4774227801377304e-06
MeanAbsoluteError value on hold-out data: 0.0009328732849098742
Epoch: 407
Loss on hold-out set: 5.477939937074887e-06
MeanAbsoluteError value on hold-out data: 0.0009328521555289626
Epoch: 408
Loss on hold-out set: 5.478428245976973e-06
MeanAbsoluteError value on hold-out data: 0.0009328586747869849
Epoch: 409
Loss on hold-out set: 5.478947464236003e-06
MeanAbsoluteError value on hold-out data: 0.0009329033782705665
Epoch: 410
Loss on hold-out set: 5.4794466264913926e-06
MeanAbsoluteError value on hold-out data: 0.000932924565859139
Epoch: 411
Loss on hold-out set: 5.479956155939267e-06
MeanAbsoluteError value on hold-out data: 0.000932936673052609
Epoch: 412
Loss on hold-out set: 5.480453517903745e-06
MeanAbsoluteError value on hold-out data: 0.000932958151679486
Epoch: 413
Loss on hold-out set: 5.4567498444001966e-06
MeanAbsoluteError value on hold-out data: 0.0009321552352048457
Epoch: 414
Loss on hold-out set: 5.456212825923726e-06
MeanAbsoluteError value on hold-out data: 0.0009324487764388323
Epoch: 415
Loss on hold-out set: 5.4566448553535e-06
MeanAbsoluteError value on hold-out data: 0.000932473863940686
Epoch: 416
Loss on hold-out set: 5.457178160309252e-06
MeanAbsoluteError value on hold-out data: 0.0009324726415798068
Epoch: 417
Loss on hold-out set: 5.45768695378444e-06
MeanAbsoluteError value on hold-out data: 0.0009324669954366982
Epoch: 418
Loss on hold-out set: 5.458135521657344e-06
MeanAbsoluteError value on hold-out data: 0.0009325170540250838
Epoch: 419
Loss on hold-out set: 5.458640871618052e-06
MeanAbsoluteError value on hold-out data: 0.0009325144928880036
Epoch: 420
Loss on hold-out set: 5.459098292105505e-06
MeanAbsoluteError value on hold-out data: 0.0009325530263595283
Epoch: 421
Loss on hold-out set: 5.459591409512062e-06
MeanAbsoluteError value on hold-out data: 0.0009325561113655567
Epoch: 422
Loss on hold-out set: 5.460176426272244e-06
MeanAbsoluteError value on hold-out data: 0.0009325453429482877
Epoch: 423
Loss on hold-out set: 5.460679314015387e-06
MeanAbsoluteError value on hold-out data: 0.0009325554710812867
Epoch: 424
Loss on hold-out set: 5.461138157832131e-06
MeanAbsoluteError value on hold-out data: 0.000932580151129514
Epoch: 425
Loss on hold-out set: 5.461607828076347e-06
MeanAbsoluteError value on hold-out data: 0.0009326181025244296
Epoch: 426
Loss on hold-out set: 5.4621573655678825e-06
MeanAbsoluteError value on hold-out data: 0.0009326133877038956
Epoch: 427
Loss on hold-out set: 5.462616201905228e-06
MeanAbsoluteError value on hold-out data: 0.0009326510480605066
Epoch: 428
Loss on hold-out set: 5.463144765671084e-06
MeanAbsoluteError value on hold-out data: 0.0009326484869234264
Epoch: 429
Loss on hold-out set: 5.463636642245642e-06
MeanAbsoluteError value on hold-out data: 0.0009326448780484498
Epoch: 430
Loss on hold-out set: 5.464119101511163e-06
MeanAbsoluteError value on hold-out data: 0.0009326806757599115
Epoch: 431
Loss on hold-out set: 5.464652945731455e-06
MeanAbsoluteError value on hold-out data: 0.0009326761937700212
Epoch: 432
Loss on hold-out set: 5.4651519292292505e-06
MeanAbsoluteError value on hold-out data: 0.0009327043080702424
Epoch: 433
Loss on hold-out set: 5.465605207626523e-06
MeanAbsoluteError value on hold-out data: 0.0009327104780822992
Epoch: 434
Loss on hold-out set: 5.4661619784431086e-06
MeanAbsoluteError value on hold-out data: 0.0009327286388725042
Epoch: 435
Loss on hold-out set: 5.466691343252406e-06
MeanAbsoluteError value on hold-out data: 0.0009327408624812961
Epoch: 436
Loss on hold-out set: 5.467161282006983e-06
MeanAbsoluteError value on hold-out data: 0.0009327629231847823
Epoch: 437
Loss on hold-out set: 5.467713912229269e-06
MeanAbsoluteError value on hold-out data: 0.000932763097807765
Epoch: 438
Loss on hold-out set: 5.468218799963229e-06
MeanAbsoluteError value on hold-out data: 0.0009327744483016431
Epoch: 439
Loss on hold-out set: 5.468698598059219e-06
MeanAbsoluteError value on hold-out data: 0.0009327955194748938
Epoch: 440
Loss on hold-out set: 5.472408265392771e-06
MeanAbsoluteError value on hold-out data: 0.0009327109437435865
Epoch: 441
Loss on hold-out set: 5.472942444690058e-06
MeanAbsoluteError value on hold-out data: 0.0009329246240667999
Epoch: 442
Loss on hold-out set: 5.473524511575976e-06
MeanAbsoluteError value on hold-out data: 0.0009329192107543349
Epoch: 443
Loss on hold-out set: 5.474047281052806e-06
MeanAbsoluteError value on hold-out data: 0.0009329200838692486
Epoch: 444
Loss on hold-out set: 5.47454941636859e-06
MeanAbsoluteError value on hold-out data: 0.0009329341119155288
Epoch: 445
Loss on hold-out set: 5.475086822277837e-06
MeanAbsoluteError value on hold-out data: 0.0009329639142379165
Epoch: 446
Loss on hold-out set: 5.475666834573339e-06
MeanAbsoluteError value on hold-out data: 0.0009329615859314799
Epoch: 447
Loss on hold-out set: 5.476165682694045e-06
MeanAbsoluteError value on hold-out data: 0.0009329912136308849
Epoch: 448
Loss on hold-out set: 5.476709582215958e-06
MeanAbsoluteError value on hold-out data: 0.000932983763050288
Epoch: 449
Loss on hold-out set: 5.477250988106837e-06
MeanAbsoluteError value on hold-out data: 0.0009330096654593945
Epoch: 450
Loss on hold-out set: 5.477752987297591e-06
MeanAbsoluteError value on hold-out data: 0.0009330214816145599
Epoch: 451
Loss on hold-out set: 5.478270144234748e-06
MeanAbsoluteError value on hold-out data: 0.0009330446482636034
Epoch: 452
Loss on hold-out set: 5.478816004106672e-06
MeanAbsoluteError value on hold-out data: 0.0009330606553703547
Epoch: 453
Loss on hold-out set: 5.4793321685278176e-06
MeanAbsoluteError value on hold-out data: 0.0009330600732937455
Epoch: 454
Loss on hold-out set: 5.479873489901509e-06
MeanAbsoluteError value on hold-out data: 0.0009330877801403403
Epoch: 455
Loss on hold-out set: 5.48034497838719e-06
MeanAbsoluteError value on hold-out data: 0.0009330878383480012
Epoch: 456
Loss on hold-out set: 5.456741060596103e-06
MeanAbsoluteError value on hold-out data: 0.000932316470425576
Epoch: 457
Loss on hold-out set: 5.456239101794094e-06
MeanAbsoluteError value on hold-out data: 0.0009325984283350408
Epoch: 458
Loss on hold-out set: 5.456650832139817e-06
MeanAbsoluteError value on hold-out data: 0.0009326246217824519
Epoch: 459
Loss on hold-out set: 5.457125045369905e-06
MeanAbsoluteError value on hold-out data: 0.0009326374274678528
Epoch: 460
Loss on hold-out set: 5.457669292683788e-06
MeanAbsoluteError value on hold-out data: 0.000932607043068856
Epoch: 461
Loss on hold-out set: 5.4581818617586915e-06
MeanAbsoluteError value on hold-out data: 0.0009326396393589675
Epoch: 462
Loss on hold-out set: 5.458608817913333e-06
MeanAbsoluteError value on hold-out data: 0.000932670955080539
Epoch: 463
Loss on hold-out set: 5.459187324606175e-06
MeanAbsoluteError value on hold-out data: 0.000932644703425467
Epoch: 464
Loss on hold-out set: 5.459610957664633e-06
MeanAbsoluteError value on hold-out data: 0.0009326933068223298
Epoch: 465
Loss on hold-out set: 5.460100286756499e-06
MeanAbsoluteError value on hold-out data: 0.0009327203151769936
Epoch: 466
Loss on hold-out set: 5.46058540644361e-06
MeanAbsoluteError value on hold-out data: 0.0009327307343482971
Epoch: 467
Loss on hold-out set: 5.461054233011821e-06
MeanAbsoluteError value on hold-out data: 0.0009327244479209185
Epoch: 468
Loss on hold-out set: 5.461590244761426e-06
MeanAbsoluteError value on hold-out data: 0.0009327325969934464
Epoch: 469
Loss on hold-out set: 5.4620521259613795e-06
MeanAbsoluteError value on hold-out data: 0.0009327532607130706
Epoch: 470
Loss on hold-out set: 5.46260049292725e-06
MeanAbsoluteError value on hold-out data: 0.0009327691514045
Epoch: 471
Loss on hold-out set: 5.46306749302666e-06
MeanAbsoluteError value on hold-out data: 0.0009327685693278909
Epoch: 472
Loss on hold-out set: 5.462993770852097e-06
MeanAbsoluteError value on hold-out data: 0.0009334517526440322
Epoch: 473
Loss on hold-out set: 5.469121534037856e-06
MeanAbsoluteError value on hold-out data: 0.0009328624582849443
Epoch: 474
Loss on hold-out set: 5.469729163259647e-06
MeanAbsoluteError value on hold-out data: 0.0009329805034212768
Epoch: 475
Loss on hold-out set: 5.470216381665619e-06
MeanAbsoluteError value on hold-out data: 0.0009329938911832869
Epoch: 476
Loss on hold-out set: 5.470749658199661e-06
MeanAbsoluteError value on hold-out data: 0.000933004601392895
Epoch: 477
Loss on hold-out set: 5.471297844164119e-06
MeanAbsoluteError value on hold-out data: 0.000933021423406899
Epoch: 478
Loss on hold-out set: 5.471765133716201e-06
MeanAbsoluteError value on hold-out data: 0.0009330350439995527
Epoch: 479
Loss on hold-out set: 5.472310704883392e-06
MeanAbsoluteError value on hold-out data: 0.0009330390021204948
Epoch: 480
Loss on hold-out set: 5.472822373438871e-06
MeanAbsoluteError value on hold-out data: 0.0009330445318482816
Epoch: 481
Loss on hold-out set: 5.4733357450530956e-06
MeanAbsoluteError value on hold-out data: 0.0009330692701041698
Epoch: 482
Loss on hold-out set: 5.473834359068669e-06
MeanAbsoluteError value on hold-out data: 0.0009330976754426956
Epoch: 483
Loss on hold-out set: 5.4743891680393635e-06
MeanAbsoluteError value on hold-out data: 0.0009330968023277819
Epoch: 484
Loss on hold-out set: 5.474856577261801e-06
MeanAbsoluteError value on hold-out data: 0.0009331060573458672
Epoch: 485
Loss on hold-out set: 5.475370524041673e-06
MeanAbsoluteError value on hold-out data: 0.000933129689656198
Epoch: 486
Loss on hold-out set: 5.475858267501328e-06
MeanAbsoluteError value on hold-out data: 0.00093313108664006
Epoch: 487
Loss on hold-out set: 5.476365578559987e-06
MeanAbsoluteError value on hold-out data: 0.000933139119297266
Epoch: 488
Loss on hold-out set: 5.476860286834333e-06
MeanAbsoluteError value on hold-out data: 0.0009331587934866548
Epoch: 489
Loss on hold-out set: 5.477403346419937e-06
MeanAbsoluteError value on hold-out data: 0.0009331652545370162
Epoch: 490
Loss on hold-out set: 5.4778906702854085e-06
MeanAbsoluteError value on hold-out data: 0.0009331528563052416
Epoch: 491
Loss on hold-out set: 5.4784127464221165e-06
MeanAbsoluteError value on hold-out data: 0.0009331763722002506
Epoch: 492
Loss on hold-out set: 5.478870877452305e-06
MeanAbsoluteError value on hold-out data: 0.0009331720066256821
Epoch: 493
Loss on hold-out set: 5.479375504155302e-06
MeanAbsoluteError value on hold-out data: 0.0009332206682302058
Epoch: 494
Loss on hold-out set: 5.458651302385413e-06
MeanAbsoluteError value on hold-out data: 0.0009324220009148121
Epoch: 495
Loss on hold-out set: 5.458197724064312e-06
MeanAbsoluteError value on hold-out data: 0.0009328253800049424
Epoch: 496
Loss on hold-out set: 5.45871549879968e-06
MeanAbsoluteError value on hold-out data: 0.0009328002925030887
Epoch: 497
Loss on hold-out set: 5.459218803145249e-06
MeanAbsoluteError value on hold-out data: 0.0009327839943580329
Epoch: 498
Loss on hold-out set: 5.459683743418664e-06
MeanAbsoluteError value on hold-out data: 0.0009328270680271089
Epoch: 499
Loss on hold-out set: 5.4601344085145496e-06
MeanAbsoluteError value on hold-out data: 0.0009328457526862621
Epoch: 500
Loss on hold-out set: 5.46062066133034e-06
MeanAbsoluteError value on hold-out data: 0.0009328533196821809
Epoch: 501
Loss on hold-out set: 5.461174038744407e-06
MeanAbsoluteError value on hold-out data: 0.0009328669402748346
Epoch: 502
Loss on hold-out set: 5.461659776977668e-06
MeanAbsoluteError value on hold-out data: 0.0009328469750471413
Epoch: 503
Loss on hold-out set: 5.462110210212239e-06
MeanAbsoluteError value on hold-out data: 0.0009329055901616812
Epoch: 504
Loss on hold-out set: 5.462608851901582e-06
MeanAbsoluteError value on hold-out data: 0.000932898314204067
Epoch: 505
Loss on hold-out set: 5.463096732234207e-06
MeanAbsoluteError value on hold-out data: 0.0009329143213108182
Epoch: 506
Loss on hold-out set: 5.463520532831162e-06
MeanAbsoluteError value on hold-out data: 0.000932935974560678
Epoch: 507
Loss on hold-out set: 5.4639634402962515e-06
MeanAbsoluteError value on hold-out data: 0.0009329828899353743
Epoch: 508
Loss on hold-out set: 5.464461639205279e-06
MeanAbsoluteError value on hold-out data: 0.0009329498861916363
Epoch: 509
Loss on hold-out set: 5.464947359487987e-06
MeanAbsoluteError value on hold-out data: 0.000932960188947618
Epoch: 510
Loss on hold-out set: 5.4654209855853925e-06
MeanAbsoluteError value on hold-out data: 0.0009329854510724545
Epoch: 511
Loss on hold-out set: 5.465874044088387e-06
MeanAbsoluteError value on hold-out data: 0.0009330207831226289
Epoch: 512
Loss on hold-out set: 5.466434623414036e-06
MeanAbsoluteError value on hold-out data: 0.0009330047178082168
Epoch: 513
Loss on hold-out set: 5.466902992243137e-06
MeanAbsoluteError value on hold-out data: 0.0009330481407232583
Epoch: 514
Loss on hold-out set: 5.467357407508787e-06
MeanAbsoluteError value on hold-out data: 0.0009330466273240745
Epoch: 515
Loss on hold-out set: 5.467910118508562e-06
MeanAbsoluteError value on hold-out data: 0.0009330330067314208
Epoch: 516
Loss on hold-out set: 5.468385720662713e-06
MeanAbsoluteError value on hold-out data: 0.000933055009227246
Epoch: 517
Loss on hold-out set: 5.468841619092832e-06
MeanAbsoluteError value on hold-out data: 0.0009330736356787384
Epoch: 518
Loss on hold-out set: 5.46932623616445e-06
MeanAbsoluteError value on hold-out data: 0.0009330762550234795
Epoch: 519
Loss on hold-out set: 5.469809302009085e-06
MeanAbsoluteError value on hold-out data: 0.000933108851313591
Epoch: 520
Loss on hold-out set: 5.470248907320303e-06
MeanAbsoluteError value on hold-out data: 0.0009331448818556964
Epoch: 521
Loss on hold-out set: 5.470871917922475e-06
MeanAbsoluteError value on hold-out data: 0.0009331433684565127
Epoch: 522
Loss on hold-out set: 5.471315922615136e-06
MeanAbsoluteError value on hold-out data: 0.0009331390028819442
Epoch: 523
Loss on hold-out set: 5.471753874979568e-06
MeanAbsoluteError value on hold-out data: 0.0009331885958090425
Epoch: 524
Loss on hold-out set: 5.472314540318286e-06
MeanAbsoluteError value on hold-out data: 0.000933158618863672
Epoch: 525
Loss on hold-out set: 5.472839009862103e-06
MeanAbsoluteError value on hold-out data: 0.0009331894689239562
Epoch: 526
Loss on hold-out set: 5.473359635743691e-06
MeanAbsoluteError value on hold-out data: 0.0009331908077001572
Epoch: 527
Loss on hold-out set: 5.473792075792373e-06
MeanAbsoluteError value on hold-out data: 0.0009331982582807541
Epoch: 528
Loss on hold-out set: 5.4743171212497765e-06
MeanAbsoluteError value on hold-out data: 0.0009332157205790281
Epoch: 529
Loss on hold-out set: 5.474758559013313e-06
MeanAbsoluteError value on hold-out data: 0.0009332305053249002
Epoch: 530
Loss on hold-out set: 5.475258520816265e-06
MeanAbsoluteError value on hold-out data: 0.0009332381887361407
Epoch: 531
Loss on hold-out set: 5.475756353982768e-06
MeanAbsoluteError value on hold-out data: 0.0009332459303550422
Epoch: 532
Loss on hold-out set: 5.476266206540602e-06
MeanAbsoluteError value on hold-out data: 0.0009332533809356391
Epoch: 533
Loss on hold-out set: 5.476746519967061e-06
MeanAbsoluteError value on hold-out data: 0.0009332668851129711
Epoch: 534
Loss on hold-out set: 5.477176627939691e-06
MeanAbsoluteError value on hold-out data: 0.000933289818931371
Epoch: 535
Loss on hold-out set: 5.477686697400043e-06
MeanAbsoluteError value on hold-out data: 0.0009332913905382156
Epoch: 536
Loss on hold-out set: 5.478198069023452e-06
MeanAbsoluteError value on hold-out data: 0.0009332993649877608
Epoch: 537
Loss on hold-out set: 5.478670678670776e-06
MeanAbsoluteError value on hold-out data: 0.0009333283524028957
Epoch: 538
Loss on hold-out set: 5.4791266982671295e-06
MeanAbsoluteError value on hold-out data: 0.0009333447669632733
Epoch: 539
Loss on hold-out set: 5.479660586615864e-06
MeanAbsoluteError value on hold-out data: 0.0009333494235761464
Epoch: 540
Loss on hold-out set: 5.480140078056568e-06
MeanAbsoluteError value on hold-out data: 0.0009333845227956772
Epoch: 541
Loss on hold-out set: 5.456573664954895e-06
MeanAbsoluteError value on hold-out data: 0.0009325969149358571
Epoch: 542
Loss on hold-out set: 5.456081006783327e-06
MeanAbsoluteError value on hold-out data: 0.0009328795713372529
Epoch: 543
Loss on hold-out set: 5.456539143797033e-06
MeanAbsoluteError value on hold-out data: 0.0009328856831416488
Epoch: 544
Loss on hold-out set: 5.4570374451738025e-06
MeanAbsoluteError value on hold-out data: 0.0009329015738330781
Epoch: 545
Loss on hold-out set: 5.4575246142157516e-06
MeanAbsoluteError value on hold-out data: 0.0009329169988632202
Epoch: 546
Loss on hold-out set: 5.4580781494451e-06
MeanAbsoluteError value on hold-out data: 0.0009329176973551512
Epoch: 547
Loss on hold-out set: 5.45856028784448e-06
MeanAbsoluteError value on hold-out data: 0.0009329407475888729
Epoch: 548
Loss on hold-out set: 5.459035581099526e-06
MeanAbsoluteError value on hold-out data: 0.0009329564636573195
Epoch: 549
Loss on hold-out set: 5.4595408016666624e-06
MeanAbsoluteError value on hold-out data: 0.0009329885360784829
Epoch: 550
Loss on hold-out set: 5.460057493385313e-06
MeanAbsoluteError value on hold-out data: 0.0009329807944595814
Epoch: 551
Loss on hold-out set: 5.460565151488002e-06
MeanAbsoluteError value on hold-out data: 0.0009330080938525498
Epoch: 552
Loss on hold-out set: 5.4610367671234355e-06
MeanAbsoluteError value on hold-out data: 0.0009330048342235386
Epoch: 553
Loss on hold-out set: 5.460924255299017e-06
MeanAbsoluteError value on hold-out data: 0.0009336932562291622
Epoch: 554
Loss on hold-out set: 5.470311028201841e-06
MeanAbsoluteError value on hold-out data: 0.0009330527973361313
Epoch: 555
Loss on hold-out set: 5.470981595803287e-06
MeanAbsoluteError value on hold-out data: 0.0009333211346529424
Epoch: 556
Loss on hold-out set: 5.471494953206657e-06
MeanAbsoluteError value on hold-out data: 0.0009332894114777446
Epoch: 557
Loss on hold-out set: 5.4719954550220885e-06
MeanAbsoluteError value on hold-out data: 0.0009333211928606033
Epoch: 558
Loss on hold-out set: 5.472444509803752e-06
MeanAbsoluteError value on hold-out data: 0.0009333364432677627
Epoch: 559
Loss on hold-out set: 5.472956057940935e-06
MeanAbsoluteError value on hold-out data: 0.0009333555935882032
Epoch: 560
Loss on hold-out set: 5.473460900050572e-06
MeanAbsoluteError value on hold-out data: 0.0009333667112514377
Epoch: 561
Loss on hold-out set: 5.474004925226357e-06
MeanAbsoluteError value on hold-out data: 0.0009333802154287696
Epoch: 562
Loss on hold-out set: 5.474495634267011e-06
MeanAbsoluteError value on hold-out data: 0.0009333865018561482
Epoch: 563
Loss on hold-out set: 5.4750476773566146e-06
MeanAbsoluteError value on hold-out data: 0.0009333674097433686
Epoch: 564
Loss on hold-out set: 5.47556809157126e-06
MeanAbsoluteError value on hold-out data: 0.0009334172937087715
Epoch: 565
Loss on hold-out set: 5.476036769299466e-06
MeanAbsoluteError value on hold-out data: 0.0009334268397651613
Epoch: 566
Loss on hold-out set: 5.476544318202957e-06
MeanAbsoluteError value on hold-out data: 0.0009334205533377826
Epoch: 567
Loss on hold-out set: 5.477033449838736e-06
MeanAbsoluteError value on hold-out data: 0.0009334452915936708
Epoch: 568
Loss on hold-out set: 5.477579626837101e-06
MeanAbsoluteError value on hold-out data: 0.0009334470960311592
Epoch: 569
Loss on hold-out set: 5.478095286398936e-06
MeanAbsoluteError value on hold-out data: 0.0009334702044725418
Epoch: 570
Loss on hold-out set: 5.478548031515186e-06
MeanAbsoluteError value on hold-out data: 0.000933496339712292
Epoch: 571
Loss on hold-out set: 5.479094581735473e-06
MeanAbsoluteError value on hold-out data: 0.0009334974456578493
Epoch: 572
Loss on hold-out set: 5.479599282484503e-06
MeanAbsoluteError value on hold-out data: 0.0009335230570286512
Epoch: 573
Loss on hold-out set: 5.480146760150044e-06
MeanAbsoluteError value on hold-out data: 0.000933527247980237
Epoch: 574
Loss on hold-out set: 5.456636375212934e-06
MeanAbsoluteError value on hold-out data: 0.0009327744483016431
Epoch: 575
Loss on hold-out set: 5.456134426882081e-06
MeanAbsoluteError value on hold-out data: 0.0009330184548161924
Epoch: 576
Loss on hold-out set: 5.4565931801981174e-06
MeanAbsoluteError value on hold-out data: 0.000933049013838172
Epoch: 577
Loss on hold-out set: 5.457073917706398e-06
MeanAbsoluteError value on hold-out data: 0.0009330537868663669
Epoch: 578
Loss on hold-out set: 5.457584779982856e-06
MeanAbsoluteError value on hold-out data: 0.0009330803877674043
Epoch: 579
Loss on hold-out set: 5.458086350604151e-06
MeanAbsoluteError value on hold-out data: 0.0009330923203378916
Epoch: 580
Loss on hold-out set: 5.458651320335967e-06
MeanAbsoluteError value on hold-out data: 0.0009330936009064317
Epoch: 581
Loss on hold-out set: 5.459075005002265e-06
MeanAbsoluteError value on hold-out data: 0.0009331058245152235
Epoch: 582
Loss on hold-out set: 5.45956398779804e-06
MeanAbsoluteError value on hold-out data: 0.00093313108664006
Epoch: 583
Loss on hold-out set: 5.460072250236025e-06
MeanAbsoluteError value on hold-out data: 0.0009331582114100456
Epoch: 584
Loss on hold-out set: 5.460525999835322e-06
MeanAbsoluteError value on hold-out data: 0.0009331668261438608
Epoch: 585
Loss on hold-out set: 5.460991073989949e-06
MeanAbsoluteError value on hold-out data: 0.0009331791661679745
Epoch: 586
Loss on hold-out set: 5.461482653632438e-06
MeanAbsoluteError value on hold-out data: 0.0009331859182566404
Epoch: 587
Loss on hold-out set: 5.4619700926806264e-06
MeanAbsoluteError value on hold-out data: 0.0009331713081337512
Epoch: 588
Loss on hold-out set: 5.462432190783099e-06
MeanAbsoluteError value on hold-out data: 0.0009331985493190587
Epoch: 589
Loss on hold-out set: 5.4628973068223496e-06
MeanAbsoluteError value on hold-out data: 0.0009332178742624819
Epoch: 590
Loss on hold-out set: 5.463418846686277e-06
MeanAbsoluteError value on hold-out data: 0.000933220493607223
Epoch: 591
Loss on hold-out set: 5.463876062986185e-06
MeanAbsoluteError value on hold-out data: 0.0009332330082543194
Epoch: 592
Loss on hold-out set: 5.464358964284082e-06
MeanAbsoluteError value on hold-out data: 0.000933251460082829
Epoch: 593
Loss on hold-out set: 5.4648541684424635e-06
MeanAbsoluteError value on hold-out data: 0.0009332764893770218
Epoch: 594
Loss on hold-out set: 5.465324122903774e-06
MeanAbsoluteError value on hold-out data: 0.0009332661866210401
Epoch: 595
Loss on hold-out set: 5.465802837983047e-06
MeanAbsoluteError value on hold-out data: 0.000933274335693568
Epoch: 596
Loss on hold-out set: 5.46629798455007e-06
MeanAbsoluteError value on hold-out data: 0.000933305243961513
Epoch: 597
Loss on hold-out set: 5.4667730968037035e-06
MeanAbsoluteError value on hold-out data: 0.0009333176421932876
Epoch: 598
Loss on hold-out set: 5.467252637608429e-06
MeanAbsoluteError value on hold-out data: 0.0009333243942819536
Epoch: 599
Loss on hold-out set: 5.467734066960954e-06
MeanAbsoluteError value on hold-out data: 0.000933339586481452
Epoch: 600
Loss on hold-out set: 5.468244322658297e-06
MeanAbsoluteError value on hold-out data: 0.0009333504131063819
Epoch: 601
Loss on hold-out set: 5.468764181153729e-06
MeanAbsoluteError value on hold-out data: 0.0009333472698926926
Epoch: 602
Loss on hold-out set: 5.469275744249707e-06
MeanAbsoluteError value on hold-out data: 0.0009333744528703392
Epoch: 603
Loss on hold-out set: 5.469783711999442e-06
MeanAbsoluteError value on hold-out data: 0.000933390052523464
Epoch: 604
Loss on hold-out set: 5.470285085164649e-06
MeanAbsoluteError value on hold-out data: 0.0009334025671705604
Epoch: 605
Loss on hold-out set: 5.470816724458641e-06
MeanAbsoluteError value on hold-out data: 0.0009334167698398232
Epoch: 606
Loss on hold-out set: 5.471303739425007e-06
MeanAbsoluteError value on hold-out data: 0.0009334427304565907
Epoch: 607
Loss on hold-out set: 5.471798836628008e-06
MeanAbsoluteError value on hold-out data: 0.0009334493661299348
Epoch: 608
Loss on hold-out set: 5.472353535651564e-06
MeanAbsoluteError value on hold-out data: 0.0009334702044725418
Epoch: 609
Loss on hold-out set: 5.4728547151003835e-06
MeanAbsoluteError value on hold-out data: 0.0009334571077488363
Epoch: 610
Loss on hold-out set: 5.47334791253649e-06
MeanAbsoluteError value on hold-out data: 0.000933471426833421
Epoch: 611
Loss on hold-out set: 5.473856207135884e-06
MeanAbsoluteError value on hold-out data: 0.0009335186914540827
Epoch: 612
Loss on hold-out set: 5.4744134244724835e-06
MeanAbsoluteError value on hold-out data: 0.000933509087190032
Epoch: 613
Loss on hold-out set: 5.474866547298293e-06
MeanAbsoluteError value on hold-out data: 0.0009335165959782898
Epoch: 614
Loss on hold-out set: 5.478622542018217e-06
MeanAbsoluteError value on hold-out data: 0.0009334725909866393
Epoch: 615
Loss on hold-out set: 5.479103264567704e-06
MeanAbsoluteError value on hold-out data: 0.0009336575749330223
Epoch: 616
Loss on hold-out set: 5.479652722029689e-06
MeanAbsoluteError value on hold-out data: 0.0009336438961327076
Epoch: 617
Loss on hold-out set: 5.480163664335698e-06
MeanAbsoluteError value on hold-out data: 0.0009336551884189248
Epoch: 618
Loss on hold-out set: 5.456729566258457e-06
MeanAbsoluteError value on hold-out data: 0.0009329296881332994
Epoch: 619
Loss on hold-out set: 5.456258759893803e-06
MeanAbsoluteError value on hold-out data: 0.0009331666515208781
Epoch: 620
Loss on hold-out set: 5.456704947074573e-06
MeanAbsoluteError value on hold-out data: 0.0009331902838312089
Epoch: 621
Loss on hold-out set: 5.457212573763795e-06
MeanAbsoluteError value on hold-out data: 0.0009332105400972068
Epoch: 622
Loss on hold-out set: 5.457700807871908e-06
MeanAbsoluteError value on hold-out data: 0.0009332160116173327
Epoch: 623
Loss on hold-out set: 5.458193504188402e-06
MeanAbsoluteError value on hold-out data: 0.0009332277113571763
Epoch: 624
Loss on hold-out set: 5.458709714233871e-06
MeanAbsoluteError value on hold-out data: 0.0009332273621112108
Epoch: 625
Loss on hold-out set: 5.459177050158216e-06
MeanAbsoluteError value on hold-out data: 0.0009332742192782462
Epoch: 626
Loss on hold-out set: 5.459648969457176e-06
MeanAbsoluteError value on hold-out data: 0.0009332666522823274
Epoch: 627
Loss on hold-out set: 5.4601198551034415e-06
MeanAbsoluteError value on hold-out data: 0.0009332977933809161
Epoch: 628
Loss on hold-out set: 5.46066524227746e-06
MeanAbsoluteError value on hold-out data: 0.0009332952904514968
Epoch: 629
Loss on hold-out set: 5.4611307868861716e-06
MeanAbsoluteError value on hold-out data: 0.0009333054185844958
Epoch: 630
Loss on hold-out set: 5.461128946954456e-06
MeanAbsoluteError value on hold-out data: 0.0009339727112092078
Epoch: 631
Loss on hold-out set: 5.4671778451321235e-06
MeanAbsoluteError value on hold-out data: 0.0009334267233498394
Epoch: 632
Loss on hold-out set: 5.467865987073214e-06
MeanAbsoluteError value on hold-out data: 0.0009335119393654168
Epoch: 633
Loss on hold-out set: 5.4683209303843074e-06
MeanAbsoluteError value on hold-out data: 0.0009335247450508177
Epoch: 634
Loss on hold-out set: 5.468771000868114e-06
MeanAbsoluteError value on hold-out data: 0.0009335207869298756
Epoch: 635
Loss on hold-out set: 5.469290400128557e-06
MeanAbsoluteError value on hold-out data: 0.0009335437207482755
Epoch: 636
Loss on hold-out set: 5.469781157785292e-06
MeanAbsoluteError value on hold-out data: 0.0009335352224297822
Epoch: 637
Loss on hold-out set: 5.470248248385408e-06
MeanAbsoluteError value on hold-out data: 0.0009335536742582917
Epoch: 638
Loss on hold-out set: 5.470807935418969e-06
MeanAbsoluteError value on hold-out data: 0.0009335508802905679
Epoch: 639
Loss on hold-out set: 5.4712920969952965e-06
MeanAbsoluteError value on hold-out data: 0.0009335958166047931
Epoch: 640
Loss on hold-out set: 5.471820116261035e-06
MeanAbsoluteError value on hold-out data: 0.000933596573304385
Epoch: 641
Loss on hold-out set: 5.4723598931392e-06
MeanAbsoluteError value on hold-out data: 0.0009335989016108215
Epoch: 642
Loss on hold-out set: 5.472826038343508e-06
MeanAbsoluteError value on hold-out data: 0.0009336108923889697
Epoch: 643
Loss on hold-out set: 5.4733785952677e-06
MeanAbsoluteError value on hold-out data: 0.0009336194489151239
Epoch: 644
Loss on hold-out set: 5.473837641028168e-06
MeanAbsoluteError value on hold-out data: 0.0009336502407677472
Epoch: 645
Loss on hold-out set: 5.47435230956987e-06
MeanAbsoluteError value on hold-out data: 0.000933659786824137
Epoch: 646
Loss on hold-out set: 5.474864872661256e-06
MeanAbsoluteError value on hold-out data: 0.0009336649090982974
Epoch: 647
Loss on hold-out set: 5.475378218097591e-06
MeanAbsoluteError value on hold-out data: 0.0009336725925095379
Epoch: 648
Loss on hold-out set: 5.475867111140599e-06
MeanAbsoluteError value on hold-out data: 0.0009336713701486588
Epoch: 649
Loss on hold-out set: 5.476369206067638e-06
MeanAbsoluteError value on hold-out data: 0.0009336939547210932
Epoch: 650
Loss on hold-out set: 5.476919848266143e-06
MeanAbsoluteError value on hold-out data: 0.0009337064693681896
Epoch: 651
Loss on hold-out set: 5.477358726579951e-06
MeanAbsoluteError value on hold-out data: 0.0009337191004306078
Epoch: 652
Loss on hold-out set: 5.477910617089851e-06
MeanAbsoluteError value on hold-out data: 0.0009337267256341875
Epoch: 653
Loss on hold-out set: 5.478420109888678e-06
MeanAbsoluteError value on hold-out data: 0.0009337597293779254
Epoch: 654
Loss on hold-out set: 5.478908588573081e-06
MeanAbsoluteError value on hold-out data: 0.00093379698228091
Epoch: 655
Loss on hold-out set: 5.479400513015782e-06
MeanAbsoluteError value on hold-out data: 0.000933790928684175
Epoch: 656
Loss on hold-out set: 5.479969478989532e-06
MeanAbsoluteError value on hold-out data: 0.0009337930823676288
Epoch: 657
Loss on hold-out set: 5.456579732989858e-06
MeanAbsoluteError value on hold-out data: 0.0009330432512797415
Epoch: 658
Loss on hold-out set: 5.4561285660264205e-06
MeanAbsoluteError value on hold-out data: 0.0009332996560260653
Epoch: 659
Loss on hold-out set: 5.456599483086154e-06
MeanAbsoluteError value on hold-out data: 0.0009333185153082013
Epoch: 660
Loss on hold-out set: 5.457103980395579e-06
MeanAbsoluteError value on hold-out data: 0.0009333316702395678
Epoch: 661
Loss on hold-out set: 5.457638274875583e-06
MeanAbsoluteError value on hold-out data: 0.0009333321359008551
Epoch: 662
Loss on hold-out set: 5.458196924516749e-06
MeanAbsoluteError value on hold-out data: 0.0009333441848866642
Epoch: 663
Loss on hold-out set: 5.4586374737278965e-06
MeanAbsoluteError value on hold-out data: 0.0009333930211141706
Epoch: 664
Loss on hold-out set: 5.462360270395325e-06
MeanAbsoluteError value on hold-out data: 0.0009333089110441506
Epoch: 665
Loss on hold-out set: 5.462911994114668e-06
MeanAbsoluteError value on hold-out data: 0.000933495641220361
Epoch: 666
Loss on hold-out set: 5.463424693331083e-06
MeanAbsoluteError value on hold-out data: 0.0009334986680187285
Epoch: 667
Loss on hold-out set: 5.463968710279532e-06
MeanAbsoluteError value on hold-out data: 0.0009335058857686818
Epoch: 668
Loss on hold-out set: 5.46442213602093e-06
MeanAbsoluteError value on hold-out data: 0.0009335392969660461
Epoch: 669
Loss on hold-out set: 5.464972161169164e-06
MeanAbsoluteError value on hold-out data: 0.0009335316135548055
Epoch: 670
Loss on hold-out set: 5.465464197802823e-06
MeanAbsoluteError value on hold-out data: 0.0009335619979538023
Early stopping at epoch 669
Returned to Spot: Validation loss: 5.465464197802823e-06
----------------------------------------------
spotPython tuning: 5.465464197802823e-06 [##########] 100.00% Done...
<spotPython.spot.spot.Spot at 0x29e7d6fe0>
The textual output shown in the console (or code cell) can be visualized with Tensorboard as described in Section 13.13.
After the hyperparameter tuning run is finished, the results can be analyzed as described in Section 13.14.
=False,
spot_tuner.plot_progress(log_y="./figures/" + experiment_name+"_progress.png") filename
print(gen_design_table(fun_control=fun_control, spot=spot_tuner))
| name | type | default | lower | upper | tuned | transform | importance | stars |
|--------------|--------|-----------|---------|---------|--------------------|-----------------------|--------------|---------|
| _L_in | int | 10 | 10.0 | 10.0 | 10.0 | None | 0.00 | |
| _L_out | int | 1 | 1.0 | 1.0 | 1.0 | None | 0.00 | |
| l1 | int | 3 | 3.0 | 8.0 | 4.0 | transform_power_2_int | 0.02 | |
| dropout_prob | float | 0.01 | 0.0 | 0.9 | 0.0 | None | 0.00 | |
| lr_mult | float | 1.0 | 0.1 | 10.0 | 0.1252213130780748 | None | 0.00 | |
| batch_size | int | 4 | 1.0 | 4.0 | 3.0 | transform_power_2_int | 100.00 | *** |
| epochs | int | 4 | 2.0 | 16.0 | 14.0 | transform_power_2_int | 2.86 | * |
| k_folds | int | 1 | 1.0 | 1.0 | 1.0 | None | 0.00 | |
| patience | int | 2 | 3.0 | 7.0 | 7.0 | transform_power_2_int | 0.00 | |
| optimizer | factor | SGD | 0.0 | 6.0 | 2.0 | None | 0.00 | |
| sgd_momentum | float | 0.0 | 0.0 | 1.0 | 1.0 | None | 0.55 | . |
=0.025,
spot_tuner.plot_importance(threshold="./figures/" + experiment_name+"_importance.png") filename
from spotPython.hyperparameters.values import get_one_core_model_from_X
= spot_tuner.to_all_dim(spot_tuner.min_X.reshape(1,-1))
X = get_one_core_model_from_X(X, fun_control)
model_spot model_spot
Net_lin_reg(
(fc1): Linear(in_features=10, out_features=16, bias=True)
(fc2): Linear(in_features=16, out_features=8, bias=True)
(fc3): Linear(in_features=8, out_features=1, bias=True)
(relu): ReLU()
(softmax): Softmax(dim=1)
(dropout1): Dropout(p=0.0, inplace=False)
(dropout2): Dropout(p=0.0, inplace=False)
)
from spotPython.torch.traintest import (
train_tuned,
test_tuned, )
=model_spot, train_dataset=train,
train_tuned(net=fun_control["loss_function"],
loss_function=fun_control["metric_torch"],
metric=True,
shuffle= fun_control["device"],
device =None,
path=fun_control["task"],) task
Epoch: 1
Loss on hold-out set: 0.6590096644665066
MeanAbsoluteError value on hold-out data: 0.7911518812179565
Epoch: 2
Loss on hold-out set: 0.5697776565426275
MeanAbsoluteError value on hold-out data: 0.7375423908233643
Epoch: 3
Loss on hold-out set: 0.48101232318501724
MeanAbsoluteError value on hold-out data: 0.6754094958305359
Epoch: 4
Loss on hold-out set: 0.3961388833428684
MeanAbsoluteError value on hold-out data: 0.6078933477401733
Epoch: 5
Loss on hold-out set: 0.31284475875528234
MeanAbsoluteError value on hold-out data: 0.5366761684417725
Epoch: 6
Loss on hold-out set: 0.2331565924380955
MeanAbsoluteError value on hold-out data: 0.458160400390625
Epoch: 7
Loss on hold-out set: 0.15822281629631393
MeanAbsoluteError value on hold-out data: 0.37155523896217346
Epoch: 8
Loss on hold-out set: 0.09671051378704999
MeanAbsoluteError value on hold-out data: 0.2805629074573517
Epoch: 9
Loss on hold-out set: 0.05239020410533014
MeanAbsoluteError value on hold-out data: 0.1992926299571991
Epoch: 10
Loss on hold-out set: 0.028976509543625933
MeanAbsoluteError value on hold-out data: 0.14186815917491913
Epoch: 11
Loss on hold-out set: 0.01982393728471116
MeanAbsoluteError value on hold-out data: 0.11315484344959259
Epoch: 12
Loss on hold-out set: 0.016606127978057453
MeanAbsoluteError value on hold-out data: 0.10239353030920029
Epoch: 13
Loss on hold-out set: 0.015494249405731497
MeanAbsoluteError value on hold-out data: 0.09871658682823181
Epoch: 14
Loss on hold-out set: 0.015140905927278493
MeanAbsoluteError value on hold-out data: 0.09749241173267365
Epoch: 15
Loss on hold-out set: 0.014994831872172654
MeanAbsoluteError value on hold-out data: 0.09693323820829391
Epoch: 16
Loss on hold-out set: 0.014896760670174109
MeanAbsoluteError value on hold-out data: 0.0964287519454956
Epoch: 17
Loss on hold-out set: 0.014772965762715199
MeanAbsoluteError value on hold-out data: 0.0960330069065094
Epoch: 18
Loss on hold-out set: 0.01508328451554438
MeanAbsoluteError value on hold-out data: 0.09590920060873032
Epoch: 19
Loss on hold-out set: 0.014646547190894029
MeanAbsoluteError value on hold-out data: 0.09541527181863785
Epoch: 20
Loss on hold-out set: 0.014451309242040702
MeanAbsoluteError value on hold-out data: 0.09530983865261078
Epoch: 21
Loss on hold-out set: 0.014760516044732771
MeanAbsoluteError value on hold-out data: 0.09496933966875076
Epoch: 22
Loss on hold-out set: 0.014400567565309373
MeanAbsoluteError value on hold-out data: 0.09445009380578995
Epoch: 23
Loss on hold-out set: 0.014555472709042462
MeanAbsoluteError value on hold-out data: 0.09468279778957367
Epoch: 24
Loss on hold-out set: 0.014637497633597568
MeanAbsoluteError value on hold-out data: 0.09400059282779694
Epoch: 25
Loss on hold-out set: 0.014447912242949792
MeanAbsoluteError value on hold-out data: 0.09380390495061874
Epoch: 26
Loss on hold-out set: 0.014106657662379899
MeanAbsoluteError value on hold-out data: 0.09357188642024994
Epoch: 27
Loss on hold-out set: 0.01389261821628009
MeanAbsoluteError value on hold-out data: 0.0934065505862236
Epoch: 28
Loss on hold-out set: 0.013816199044844038
MeanAbsoluteError value on hold-out data: 0.09315326809883118
Epoch: 29
Loss on hold-out set: 0.014002017909660935
MeanAbsoluteError value on hold-out data: 0.09267833828926086
Epoch: 30
Loss on hold-out set: 0.013917740403772577
MeanAbsoluteError value on hold-out data: 0.0924476608633995
Epoch: 31
Loss on hold-out set: 0.013646766629168078
MeanAbsoluteError value on hold-out data: 0.09201938658952713
Epoch: 32
Loss on hold-out set: 0.01358029507345667
MeanAbsoluteError value on hold-out data: 0.09157373011112213
Epoch: 33
Loss on hold-out set: 0.013295141545026317
MeanAbsoluteError value on hold-out data: 0.0913296714425087
Epoch: 34
Loss on hold-out set: 0.013177810068315777
MeanAbsoluteError value on hold-out data: 0.09089341759681702
Epoch: 35
Loss on hold-out set: 0.013150278503369344
MeanAbsoluteError value on hold-out data: 0.09043330699205399
Epoch: 36
Loss on hold-out set: 0.012995535293348917
MeanAbsoluteError value on hold-out data: 0.09037362039089203
Epoch: 37
Loss on hold-out set: 0.013085997393844943
MeanAbsoluteError value on hold-out data: 0.08978798240423203
Epoch: 38
Loss on hold-out set: 0.013212986370107453
MeanAbsoluteError value on hold-out data: 0.08956295251846313
Epoch: 39
Loss on hold-out set: 0.012749884185675336
MeanAbsoluteError value on hold-out data: 0.0894928127527237
Epoch: 40
Loss on hold-out set: 0.0126555703555871
MeanAbsoluteError value on hold-out data: 0.08873360604047775
Epoch: 41
Loss on hold-out set: 0.01259326937265302
MeanAbsoluteError value on hold-out data: 0.08839729428291321
Epoch: 42
Loss on hold-out set: 0.012796882356173898
MeanAbsoluteError value on hold-out data: 0.08815863728523254
Epoch: 43
Loss on hold-out set: 0.01227366082112942
MeanAbsoluteError value on hold-out data: 0.08766111731529236
Epoch: 44
Loss on hold-out set: 0.012287622820095797
MeanAbsoluteError value on hold-out data: 0.08729082345962524
Epoch: 45
Loss on hold-out set: 0.012209332750276908
MeanAbsoluteError value on hold-out data: 0.08687378466129303
Epoch: 46
Loss on hold-out set: 0.012080371355343806
MeanAbsoluteError value on hold-out data: 0.08641155064105988
Epoch: 47
Loss on hold-out set: 0.012051522891086183
MeanAbsoluteError value on hold-out data: 0.08595119416713715
Epoch: 48
Loss on hold-out set: 0.011726348452564133
MeanAbsoluteError value on hold-out data: 0.08540713042020798
Epoch: 49
Loss on hold-out set: 0.011866559602295686
MeanAbsoluteError value on hold-out data: 0.08522719889879227
Epoch: 50
Loss on hold-out set: 0.011641058556147311
MeanAbsoluteError value on hold-out data: 0.08455833792686462
Epoch: 51
Loss on hold-out set: 0.011470700350688085
MeanAbsoluteError value on hold-out data: 0.0845407173037529
Epoch: 52
Loss on hold-out set: 0.011557648326025197
MeanAbsoluteError value on hold-out data: 0.08394981920719147
Epoch: 53
Loss on hold-out set: 0.01109995738615429
MeanAbsoluteError value on hold-out data: 0.08346211165189743
Epoch: 54
Loss on hold-out set: 0.011136439298034498
MeanAbsoluteError value on hold-out data: 0.08290094137191772
Epoch: 55
Loss on hold-out set: 0.011111075040198079
MeanAbsoluteError value on hold-out data: 0.08244091272354126
Epoch: 56
Loss on hold-out set: 0.011141433484705263
MeanAbsoluteError value on hold-out data: 0.08184730261564255
Epoch: 57
Loss on hold-out set: 0.01076566698764892
MeanAbsoluteError value on hold-out data: 0.08176464587450027
Epoch: 58
Loss on hold-out set: 0.010554608907305488
MeanAbsoluteError value on hold-out data: 0.08100584149360657
Epoch: 59
Loss on hold-out set: 0.01036918971466979
MeanAbsoluteError value on hold-out data: 0.08067907392978668
Epoch: 60
Loss on hold-out set: 0.01036312526680137
MeanAbsoluteError value on hold-out data: 0.08013959974050522
Epoch: 61
Loss on hold-out set: 0.010112948213262777
MeanAbsoluteError value on hold-out data: 0.07948924601078033
Epoch: 62
Loss on hold-out set: 0.009975549323778404
MeanAbsoluteError value on hold-out data: 0.07895039021968842
Epoch: 63
Loss on hold-out set: 0.009998996104849013
MeanAbsoluteError value on hold-out data: 0.0783458799123764
Epoch: 64
Loss on hold-out set: 0.009841376449912786
MeanAbsoluteError value on hold-out data: 0.07778467237949371
Epoch: 65
Loss on hold-out set: 0.009715291159840203
MeanAbsoluteError value on hold-out data: 0.07761669158935547
Epoch: 66
Loss on hold-out set: 0.009522649952774182
MeanAbsoluteError value on hold-out data: 0.07710955291986465
Epoch: 67
Loss on hold-out set: 0.009436266502904656
MeanAbsoluteError value on hold-out data: 0.07640709728002548
Epoch: 68
Loss on hold-out set: 0.009252848330345986
MeanAbsoluteError value on hold-out data: 0.07579196244478226
Epoch: 69
Loss on hold-out set: 0.009116632444171333
MeanAbsoluteError value on hold-out data: 0.07521358132362366
Epoch: 70
Loss on hold-out set: 0.009026310440324443
MeanAbsoluteError value on hold-out data: 0.07468875497579575
Epoch: 71
Loss on hold-out set: 0.008982286785459636
MeanAbsoluteError value on hold-out data: 0.07454657554626465
Epoch: 72
Loss on hold-out set: 0.0086823487838142
MeanAbsoluteError value on hold-out data: 0.07343122363090515
Epoch: 73
Loss on hold-out set: 0.008591038098338208
MeanAbsoluteError value on hold-out data: 0.07286705076694489
Epoch: 74
Loss on hold-out set: 0.008392443445413128
MeanAbsoluteError value on hold-out data: 0.0726572647690773
Epoch: 75
Loss on hold-out set: 0.008215353242121637
MeanAbsoluteError value on hold-out data: 0.07177259027957916
Epoch: 76
Loss on hold-out set: 0.008079316509936593
MeanAbsoluteError value on hold-out data: 0.07104669511318207
Epoch: 77
Loss on hold-out set: 0.008218104460913884
MeanAbsoluteError value on hold-out data: 0.07058601081371307
Epoch: 78
Loss on hold-out set: 0.00783414871272582
MeanAbsoluteError value on hold-out data: 0.06992558389902115
Epoch: 79
Loss on hold-out set: 0.007755063106550982
MeanAbsoluteError value on hold-out data: 0.06959491223096848
Epoch: 80
Loss on hold-out set: 0.007531123254203091
MeanAbsoluteError value on hold-out data: 0.06868844479322433
Epoch: 81
Loss on hold-out set: 0.007397321356141842
MeanAbsoluteError value on hold-out data: 0.06791901588439941
Epoch: 82
Loss on hold-out set: 0.007325760079670306
MeanAbsoluteError value on hold-out data: 0.06726192682981491
Epoch: 83
Loss on hold-out set: 0.007095290985154479
MeanAbsoluteError value on hold-out data: 0.06682418286800385
Epoch: 84
Loss on hold-out set: 0.006943236809763077
MeanAbsoluteError value on hold-out data: 0.06608614325523376
Epoch: 85
Loss on hold-out set: 0.0067820623455765216
MeanAbsoluteError value on hold-out data: 0.06542361527681351
Epoch: 86
Loss on hold-out set: 0.006760646878606885
MeanAbsoluteError value on hold-out data: 0.06487079709768295
Epoch: 87
Loss on hold-out set: 0.006603303414426352
MeanAbsoluteError value on hold-out data: 0.0641438439488411
Epoch: 88
Loss on hold-out set: 0.006486906783385693
MeanAbsoluteError value on hold-out data: 0.06329196691513062
Epoch: 89
Loss on hold-out set: 0.006253150242723916
MeanAbsoluteError value on hold-out data: 0.06252825260162354
Epoch: 90
Loss on hold-out set: 0.006103810057730267
MeanAbsoluteError value on hold-out data: 0.06181798875331879
Epoch: 91
Loss on hold-out set: 0.0059503280545437805
MeanAbsoluteError value on hold-out data: 0.06092807278037071
Epoch: 92
Loss on hold-out set: 0.0060563999454882975
MeanAbsoluteError value on hold-out data: 0.06036842241883278
Epoch: 93
Loss on hold-out set: 0.005685839855639068
MeanAbsoluteError value on hold-out data: 0.05966096371412277
Epoch: 94
Loss on hold-out set: 0.005547506440626948
MeanAbsoluteError value on hold-out data: 0.05878033861517906
Epoch: 95
Loss on hold-out set: 0.005490305432192001
MeanAbsoluteError value on hold-out data: 0.058121807873249054
Epoch: 96
Loss on hold-out set: 0.0053988247451151865
MeanAbsoluteError value on hold-out data: 0.05755336210131645
Epoch: 97
Loss on hold-out set: 0.005221009937629692
MeanAbsoluteError value on hold-out data: 0.05666787922382355
Epoch: 98
Loss on hold-out set: 0.005009785397162072
MeanAbsoluteError value on hold-out data: 0.0559452548623085
Epoch: 99
Loss on hold-out set: 0.004986951898133971
MeanAbsoluteError value on hold-out data: 0.055478259921073914
Epoch: 100
Loss on hold-out set: 0.004849461149301772
MeanAbsoluteError value on hold-out data: 0.0545598529279232
Epoch: 101
Loss on hold-out set: 0.00469060239725207
MeanAbsoluteError value on hold-out data: 0.05374745652079582
Epoch: 102
Loss on hold-out set: 0.004722971986905721
MeanAbsoluteError value on hold-out data: 0.05300115421414375
Epoch: 103
Loss on hold-out set: 0.004441904228817867
MeanAbsoluteError value on hold-out data: 0.052284032106399536
Epoch: 104
Loss on hold-out set: 0.004446384221266367
MeanAbsoluteError value on hold-out data: 0.052819810807704926
Epoch: 105
Loss on hold-out set: 0.004162632517124477
MeanAbsoluteError value on hold-out data: 0.05083812400698662
Epoch: 106
Loss on hold-out set: 0.004035517303763251
MeanAbsoluteError value on hold-out data: 0.0501711331307888
Epoch: 107
Loss on hold-out set: 0.004185893006108113
MeanAbsoluteError value on hold-out data: 0.050491347908973694
Epoch: 108
Loss on hold-out set: 0.003804322555783744
MeanAbsoluteError value on hold-out data: 0.04856163635849953
Epoch: 109
Loss on hold-out set: 0.003708289415379496
MeanAbsoluteError value on hold-out data: 0.04772521182894707
Epoch: 110
Loss on hold-out set: 0.003570469252544602
MeanAbsoluteError value on hold-out data: 0.046813689172267914
Epoch: 111
Loss on hold-out set: 0.0036394365229888968
MeanAbsoluteError value on hold-out data: 0.0465242937207222
Epoch: 112
Loss on hold-out set: 0.0033139047721449876
MeanAbsoluteError value on hold-out data: 0.04500899463891983
Epoch: 113
Loss on hold-out set: 0.003157187861353649
MeanAbsoluteError value on hold-out data: 0.0441267155110836
Epoch: 114
Loss on hold-out set: 0.00302163826908279
MeanAbsoluteError value on hold-out data: 0.04331110417842865
Epoch: 115
Loss on hold-out set: 0.002944078647200704
MeanAbsoluteError value on hold-out data: 0.04258730635046959
Epoch: 116
Loss on hold-out set: 0.0028567570246339435
MeanAbsoluteError value on hold-out data: 0.04193529486656189
Epoch: 117
Loss on hold-out set: 0.002757489546447208
MeanAbsoluteError value on hold-out data: 0.04112463444471359
Epoch: 118
Loss on hold-out set: 0.0027206053736766704
MeanAbsoluteError value on hold-out data: 0.04036508500576019
Epoch: 119
Loss on hold-out set: 0.002560096647357568
MeanAbsoluteError value on hold-out data: 0.04024110361933708
Epoch: 120
Loss on hold-out set: 0.002411297263614343
MeanAbsoluteError value on hold-out data: 0.03878260776400566
Epoch: 121
Loss on hold-out set: 0.0023206044463318235
MeanAbsoluteError value on hold-out data: 0.03807755187153816
Epoch: 122
Loss on hold-out set: 0.0023374070457832298
MeanAbsoluteError value on hold-out data: 0.03725313022732735
Epoch: 123
Loss on hold-out set: 0.002180206485239691
MeanAbsoluteError value on hold-out data: 0.03648081421852112
Epoch: 124
Loss on hold-out set: 0.0021045527874345056
MeanAbsoluteError value on hold-out data: 0.036440689116716385
Epoch: 125
Loss on hold-out set: 0.0020883794840253693
MeanAbsoluteError value on hold-out data: 0.03629952669143677
Epoch: 126
Loss on hold-out set: 0.0018834196211843703
MeanAbsoluteError value on hold-out data: 0.03423996642231941
Epoch: 127
Loss on hold-out set: 0.0018045276244121947
MeanAbsoluteError value on hold-out data: 0.03369792923331261
Epoch: 128
Loss on hold-out set: 0.0017401263658508757
MeanAbsoluteError value on hold-out data: 0.03325000777840614
Epoch: 129
Loss on hold-out set: 0.0016827925558716647
MeanAbsoluteError value on hold-out data: 0.03220415115356445
Epoch: 130
Loss on hold-out set: 0.0015681573759617382
MeanAbsoluteError value on hold-out data: 0.031228048726916313
Epoch: 131
Loss on hold-out set: 0.001492994074636188
MeanAbsoluteError value on hold-out data: 0.030520213767886162
Epoch: 132
Loss on hold-out set: 0.0014517246079202252
MeanAbsoluteError value on hold-out data: 0.029632803052663803
Epoch: 133
Loss on hold-out set: 0.0013567185639036133
MeanAbsoluteError value on hold-out data: 0.028870780020952225
Epoch: 134
Loss on hold-out set: 0.0013136891636684979
MeanAbsoluteError value on hold-out data: 0.028184346854686737
Epoch: 135
Loss on hold-out set: 0.0012237424150378885
MeanAbsoluteError value on hold-out data: 0.0275918859988451
Epoch: 136
Loss on hold-out set: 0.0011585217059626686
MeanAbsoluteError value on hold-out data: 0.026687053963541985
Epoch: 137
Loss on hold-out set: 0.0011232732366280335
MeanAbsoluteError value on hold-out data: 0.02608058601617813
Epoch: 138
Loss on hold-out set: 0.001077554842739023
MeanAbsoluteError value on hold-out data: 0.025433925911784172
Epoch: 139
Loss on hold-out set: 0.001008480215157186
MeanAbsoluteError value on hold-out data: 0.024746574461460114
Epoch: 140
Loss on hold-out set: 0.0009368136906184526
MeanAbsoluteError value on hold-out data: 0.023775139823555946
Epoch: 141
Loss on hold-out set: 0.0008794805272421064
MeanAbsoluteError value on hold-out data: 0.023124506697058678
Epoch: 142
Loss on hold-out set: 0.0008621322876455164
MeanAbsoluteError value on hold-out data: 0.02271599881350994
Epoch: 143
Loss on hold-out set: 0.000789425345398118
MeanAbsoluteError value on hold-out data: 0.021866194903850555
Epoch: 144
Loss on hold-out set: 0.0008001743190106936
MeanAbsoluteError value on hold-out data: 0.021831296384334564
Epoch: 145
Loss on hold-out set: 0.0007037858847884069
MeanAbsoluteError value on hold-out data: 0.02059665136039257
Epoch: 146
Loss on hold-out set: 0.0006810968303685321
MeanAbsoluteError value on hold-out data: 0.020034948363900185
Epoch: 147
Loss on hold-out set: 0.0006137589240863331
MeanAbsoluteError value on hold-out data: 0.01911948435008526
Epoch: 148
Loss on hold-out set: 0.0005902085778009342
MeanAbsoluteError value on hold-out data: 0.01878352090716362
Epoch: 149
Loss on hold-out set: 0.0005365310387692022
MeanAbsoluteError value on hold-out data: 0.017821788787841797
Epoch: 150
Loss on hold-out set: 0.0005062285406318935
MeanAbsoluteError value on hold-out data: 0.017313461750745773
Epoch: 151
Loss on hold-out set: 0.0004654704975301253
MeanAbsoluteError value on hold-out data: 0.016649074852466583
Epoch: 152
Loss on hold-out set: 0.0004228205572489012
MeanAbsoluteError value on hold-out data: 0.015920987352728844
Epoch: 153
Loss on hold-out set: 0.00039638820396105173
MeanAbsoluteError value on hold-out data: 0.015459856949746609
Epoch: 154
Loss on hold-out set: 0.00039174034004406025
MeanAbsoluteError value on hold-out data: 0.015322390012443066
Epoch: 155
Loss on hold-out set: 0.00036949959202933026
MeanAbsoluteError value on hold-out data: 0.015052253380417824
Epoch: 156
Loss on hold-out set: 0.00031392738386976386
MeanAbsoluteError value on hold-out data: 0.013616234064102173
Epoch: 157
Loss on hold-out set: 0.00029583371245902717
MeanAbsoluteError value on hold-out data: 0.013288059271872044
Epoch: 158
Loss on hold-out set: 0.00028443167493127187
MeanAbsoluteError value on hold-out data: 0.012969174422323704
Epoch: 159
Loss on hold-out set: 0.00024469166323557915
MeanAbsoluteError value on hold-out data: 0.012083894573152065
Epoch: 160
Loss on hold-out set: 0.0002242249807558868
MeanAbsoluteError value on hold-out data: 0.011402972042560577
Epoch: 161
Loss on hold-out set: 0.0002054473078667223
MeanAbsoluteError value on hold-out data: 0.011020037345588207
Epoch: 162
Loss on hold-out set: 0.0001945745603542922
MeanAbsoluteError value on hold-out data: 0.010699889622628689
Epoch: 163
Loss on hold-out set: 0.00017725670822026012
MeanAbsoluteError value on hold-out data: 0.010196072980761528
Epoch: 164
Loss on hold-out set: 0.00015542448895039822
MeanAbsoluteError value on hold-out data: 0.009432386606931686
Epoch: 165
Loss on hold-out set: 0.00014106922306286594
MeanAbsoluteError value on hold-out data: 0.009011736139655113
Epoch: 166
Loss on hold-out set: 0.00012806085616926124
MeanAbsoluteError value on hold-out data: 0.008573816157877445
Epoch: 167
Loss on hold-out set: 0.0001150064129576908
MeanAbsoluteError value on hold-out data: 0.008132089860737324
Epoch: 168
Loss on hold-out set: 0.00010288378282558896
MeanAbsoluteError value on hold-out data: 0.00765506736934185
Epoch: 169
Loss on hold-out set: 9.325059191293181e-05
MeanAbsoluteError value on hold-out data: 0.007259697187691927
Epoch: 170
Loss on hold-out set: 8.489212771229704e-05
MeanAbsoluteError value on hold-out data: 0.00686979852616787
Epoch: 171
Loss on hold-out set: 8.168786313801415e-05
MeanAbsoluteError value on hold-out data: 0.006765799596905708
Epoch: 172
Loss on hold-out set: 8.525688826921396e-05
MeanAbsoluteError value on hold-out data: 0.007144338451325893
Epoch: 173
Loss on hold-out set: 6.253769156740561e-05
MeanAbsoluteError value on hold-out data: 0.005895258858799934
Epoch: 174
Loss on hold-out set: 5.615017224906631e-05
MeanAbsoluteError value on hold-out data: 0.00554199144244194
Epoch: 175
Loss on hold-out set: 5.011371269191793e-05
MeanAbsoluteError value on hold-out data: 0.005147186107933521
Epoch: 176
Loss on hold-out set: 4.3505667917997926e-05
MeanAbsoluteError value on hold-out data: 0.004855130333453417
Epoch: 177
Loss on hold-out set: 4.002689303505529e-05
MeanAbsoluteError value on hold-out data: 0.00462369667366147
Epoch: 178
Loss on hold-out set: 3.5194570321101837e-05
MeanAbsoluteError value on hold-out data: 0.004305548965930939
Epoch: 179
Loss on hold-out set: 3.235449489573895e-05
MeanAbsoluteError value on hold-out data: 0.004112072754651308
Epoch: 180
Loss on hold-out set: 2.9451513467536545e-05
MeanAbsoluteError value on hold-out data: 0.0038577846717089415
Epoch: 181
Loss on hold-out set: 2.6429052911082278e-05
MeanAbsoluteError value on hold-out data: 0.0036231661215424538
Epoch: 182
Loss on hold-out set: 2.320650922851392e-05
MeanAbsoluteError value on hold-out data: 0.0034497915767133236
Epoch: 183
Loss on hold-out set: 2.06295559277542e-05
MeanAbsoluteError value on hold-out data: 0.0032021524384617805
Epoch: 184
Loss on hold-out set: 1.882344766176845e-05
MeanAbsoluteError value on hold-out data: 0.0030195070430636406
Epoch: 185
Loss on hold-out set: 1.6853919969674424e-05
MeanAbsoluteError value on hold-out data: 0.002910848241299391
Epoch: 186
Loss on hold-out set: 1.5357392484068106e-05
MeanAbsoluteError value on hold-out data: 0.0027764856349676847
Epoch: 187
Loss on hold-out set: 1.42124887271453e-05
MeanAbsoluteError value on hold-out data: 0.0026818180922418833
Epoch: 188
Loss on hold-out set: 1.2857820090510741e-05
MeanAbsoluteError value on hold-out data: 0.0024293994065374136
Epoch: 189
Loss on hold-out set: 1.29849402846479e-05
MeanAbsoluteError value on hold-out data: 0.0026775572914630175
Epoch: 190
Loss on hold-out set: 1.1019621826778204e-05
MeanAbsoluteError value on hold-out data: 0.002255686791613698
Epoch: 191
Loss on hold-out set: 1.0367233346043672e-05
MeanAbsoluteError value on hold-out data: 0.0023212330415844917
Epoch: 192
Loss on hold-out set: 9.122966006495853e-06
MeanAbsoluteError value on hold-out data: 0.0021323952823877335
Epoch: 193
Loss on hold-out set: 1.0839774523973525e-05
MeanAbsoluteError value on hold-out data: 0.002585069043561816
Epoch: 194
Loss on hold-out set: 7.51761160101619e-06
MeanAbsoluteError value on hold-out data: 0.0018326162826269865
Epoch: 195
Loss on hold-out set: 7.324760100633093e-06
MeanAbsoluteError value on hold-out data: 0.0019286007154732943
Epoch: 196
Loss on hold-out set: 9.964933688503439e-06
MeanAbsoluteError value on hold-out data: 0.0025431765243411064
Epoch: 197
Loss on hold-out set: 7.475814380828333e-06
MeanAbsoluteError value on hold-out data: 0.0021021226420998573
Epoch: 198
Loss on hold-out set: 6.220916505203365e-06
MeanAbsoluteError value on hold-out data: 0.001844311598688364
Epoch: 199
Loss on hold-out set: 5.455505203144639e-06
MeanAbsoluteError value on hold-out data: 0.001561859156936407
Epoch: 200
Loss on hold-out set: 4.850308979903754e-06
MeanAbsoluteError value on hold-out data: 0.0014994520461186767
Epoch: 201
Loss on hold-out set: 4.702184035546739e-06
MeanAbsoluteError value on hold-out data: 0.00154679489787668
Epoch: 202
Loss on hold-out set: 1.1467410367434863e-05
MeanAbsoluteError value on hold-out data: 0.00300528178922832
Epoch: 203
Loss on hold-out set: 4.112465055371965e-06
MeanAbsoluteError value on hold-out data: 0.0013992119347676635
Epoch: 204
Loss on hold-out set: 6.401507107511861e-06
MeanAbsoluteError value on hold-out data: 0.002083448227494955
Epoch: 205
Loss on hold-out set: 3.9768282548673024e-06
MeanAbsoluteError value on hold-out data: 0.001495020347647369
Epoch: 206
Loss on hold-out set: 3.8873274302444e-06
MeanAbsoluteError value on hold-out data: 0.001503204694017768
Epoch: 207
Loss on hold-out set: 3.3619746384254925e-06
MeanAbsoluteError value on hold-out data: 0.0012250810395926237
Epoch: 208
Loss on hold-out set: 3.2940777579800565e-06
MeanAbsoluteError value on hold-out data: 0.0013784363400191069
Epoch: 209
Loss on hold-out set: 3.0411273233934672e-06
MeanAbsoluteError value on hold-out data: 0.0013268640032038093
Epoch: 210
Loss on hold-out set: 2.541390927035536e-06
MeanAbsoluteError value on hold-out data: 0.001120961387641728
Epoch: 211
Loss on hold-out set: 2.8679528560659445e-06
MeanAbsoluteError value on hold-out data: 0.001304551144130528
Epoch: 212
Loss on hold-out set: 3.878082693338576e-06
MeanAbsoluteError value on hold-out data: 0.001622722134925425
Epoch: 213
Loss on hold-out set: 2.3482525244545333e-06
MeanAbsoluteError value on hold-out data: 0.0011001304956153035
Epoch: 214
Loss on hold-out set: 2.1098821440845266e-06
MeanAbsoluteError value on hold-out data: 0.0010314133251085877
Epoch: 215
Loss on hold-out set: 2.3458361825209738e-06
MeanAbsoluteError value on hold-out data: 0.0011057277442887425
Epoch: 216
Loss on hold-out set: 1.981147795803688e-06
MeanAbsoluteError value on hold-out data: 0.0010201879777014256
Epoch: 217
Loss on hold-out set: 4.512701243703831e-06
MeanAbsoluteError value on hold-out data: 0.0018354328349232674
Epoch: 218
Loss on hold-out set: 2.2205397272045957e-06
MeanAbsoluteError value on hold-out data: 0.0011634957045316696
Epoch: 219
Loss on hold-out set: 1.731608652209472e-06
MeanAbsoluteError value on hold-out data: 0.0009440960711799562
Epoch: 220
Loss on hold-out set: 1.7851156608110996e-06
MeanAbsoluteError value on hold-out data: 0.0009890439687296748
Epoch: 221
Loss on hold-out set: 1.7690769019988072e-06
MeanAbsoluteError value on hold-out data: 0.0009691819432191551
Epoch: 222
Loss on hold-out set: 4.587885667349742e-06
MeanAbsoluteError value on hold-out data: 0.001892731641419232
Epoch: 223
Loss on hold-out set: 1.9218767248518314e-06
MeanAbsoluteError value on hold-out data: 0.0010067939292639494
Epoch: 224
Loss on hold-out set: 1.4742996172183092e-06
MeanAbsoluteError value on hold-out data: 0.000884423847310245
Epoch: 225
Loss on hold-out set: 1.665457375565893e-06
MeanAbsoluteError value on hold-out data: 0.0009682376985438168
Epoch: 226
Loss on hold-out set: 1.4772285338363202e-06
MeanAbsoluteError value on hold-out data: 0.000892621697857976
Epoch: 227
Loss on hold-out set: 1.4251281305931978e-06
MeanAbsoluteError value on hold-out data: 0.0008668007212691009
Epoch: 228
Loss on hold-out set: 1.4127354732133761e-06
MeanAbsoluteError value on hold-out data: 0.0008703732746653259
Epoch: 229
Loss on hold-out set: 1.3339882618885513e-06
MeanAbsoluteError value on hold-out data: 0.0008496135706081986
Epoch: 230
Loss on hold-out set: 1.365010571942692e-06
MeanAbsoluteError value on hold-out data: 0.0008681449107825756
Epoch: 231
Loss on hold-out set: 2.1452073558461244e-06
MeanAbsoluteError value on hold-out data: 0.0011807144619524479
Epoch: 232
Loss on hold-out set: 1.6974814327029794e-06
MeanAbsoluteError value on hold-out data: 0.000989921041764319
Epoch: 233
Loss on hold-out set: 1.4013772157209371e-06
MeanAbsoluteError value on hold-out data: 0.000895645294804126
Epoch: 234
Loss on hold-out set: 1.272403054779141e-06
MeanAbsoluteError value on hold-out data: 0.0008435415220446885
Epoch: 235
Loss on hold-out set: 2.4776729017467483e-06
MeanAbsoluteError value on hold-out data: 0.0012617839965969324
Epoch: 236
Loss on hold-out set: 2.1303114848299296e-06
MeanAbsoluteError value on hold-out data: 0.0011451924219727516
Epoch: 237
Loss on hold-out set: 1.3280904011624347e-06
MeanAbsoluteError value on hold-out data: 0.0008656113059259951
Epoch: 238
Loss on hold-out set: 1.1617481627461912e-06
MeanAbsoluteError value on hold-out data: 0.0007990160956978798
Epoch: 239
Loss on hold-out set: 2.137837599859363e-06
MeanAbsoluteError value on hold-out data: 0.0011554935481399298
Epoch: 240
Loss on hold-out set: 1.2533367384405306e-06
MeanAbsoluteError value on hold-out data: 0.0007979128276929259
Epoch: 241
Loss on hold-out set: 3.5865996952260934e-06
MeanAbsoluteError value on hold-out data: 0.0016607115976512432
Epoch: 242
Loss on hold-out set: 1.203309298004665e-06
MeanAbsoluteError value on hold-out data: 0.000799881643615663
Epoch: 243
Loss on hold-out set: 1.3337412884526969e-06
MeanAbsoluteError value on hold-out data: 0.0008785596583038568
Epoch: 244
Loss on hold-out set: 1.9936521564850887e-06
MeanAbsoluteError value on hold-out data: 0.0011248969240114093
Epoch: 245
Loss on hold-out set: 3.2321312720509205e-06
MeanAbsoluteError value on hold-out data: 0.001502548810094595
Epoch: 246
Loss on hold-out set: 1.1192684625209375e-06
MeanAbsoluteError value on hold-out data: 0.0008091511554084718
Epoch: 247
Loss on hold-out set: 1.6696507534681204e-06
MeanAbsoluteError value on hold-out data: 0.0010276224929839373
Epoch: 248
Loss on hold-out set: 1.1665136419854828e-06
MeanAbsoluteError value on hold-out data: 0.0008403928950428963
Epoch: 249
Loss on hold-out set: 1.2113027399831673e-06
MeanAbsoluteError value on hold-out data: 0.000855449412483722
Epoch: 250
Loss on hold-out set: 1.0321092973024287e-06
MeanAbsoluteError value on hold-out data: 0.0007765894406475127
Epoch: 251
Loss on hold-out set: 1.1464484401813024e-06
MeanAbsoluteError value on hold-out data: 0.0008375889156013727
Epoch: 252
Loss on hold-out set: 1.275092994558834e-06
MeanAbsoluteError value on hold-out data: 0.0008863662951625884
Epoch: 253
Loss on hold-out set: 2.3980222622592343e-06
MeanAbsoluteError value on hold-out data: 0.0013024781364947557
Epoch: 254
Loss on hold-out set: 9.976027526866011e-07
MeanAbsoluteError value on hold-out data: 0.0007726405747234821
Epoch: 255
Loss on hold-out set: 1.0187183131680093e-06
MeanAbsoluteError value on hold-out data: 0.0007840669131837785
Epoch: 256
Loss on hold-out set: 1.350680113064659e-06
MeanAbsoluteError value on hold-out data: 0.0009259417420253158
Epoch: 257
Loss on hold-out set: 9.891970253911017e-07
MeanAbsoluteError value on hold-out data: 0.0007689989288337529
Epoch: 258
Loss on hold-out set: 9.68498643248351e-07
MeanAbsoluteError value on hold-out data: 0.0007741337758488953
Epoch: 259
Loss on hold-out set: 1.2297745885952713e-06
MeanAbsoluteError value on hold-out data: 0.0008859813096933067
Epoch: 260
Loss on hold-out set: 9.670472987534738e-07
MeanAbsoluteError value on hold-out data: 0.0007687838515266776
Epoch: 261
Loss on hold-out set: 9.287688533576281e-07
MeanAbsoluteError value on hold-out data: 0.0007621143013238907
Epoch: 262
Loss on hold-out set: 1.4670299277129647e-06
MeanAbsoluteError value on hold-out data: 0.0009816644014790654
Epoch: 263
Loss on hold-out set: 9.446694789223904e-07
MeanAbsoluteError value on hold-out data: 0.0007628223393112421
Epoch: 264
Loss on hold-out set: 9.834894693259038e-07
MeanAbsoluteError value on hold-out data: 0.000773483538068831
Epoch: 265
Loss on hold-out set: 9.605104742448883e-07
MeanAbsoluteError value on hold-out data: 0.0007776278653182089
Epoch: 266
Loss on hold-out set: 9.649501756233515e-07
MeanAbsoluteError value on hold-out data: 0.0007933733286336064
Epoch: 267
Loss on hold-out set: 9.659363965995812e-07
MeanAbsoluteError value on hold-out data: 0.000768466736190021
Epoch: 268
Loss on hold-out set: 2.940507924545512e-06
MeanAbsoluteError value on hold-out data: 0.001497859600931406
Epoch: 269
Loss on hold-out set: 1.1583961317659198e-06
MeanAbsoluteError value on hold-out data: 0.0008641461608931422
Epoch: 270
Loss on hold-out set: 1.4846480210831271e-06
MeanAbsoluteError value on hold-out data: 0.0009947346989065409
Epoch: 271
Loss on hold-out set: 9.62548701235583e-07
MeanAbsoluteError value on hold-out data: 0.0007725906325504184
Epoch: 272
Loss on hold-out set: 9.966221775333618e-07
MeanAbsoluteError value on hold-out data: 0.0007943693781271577
Epoch: 273
Loss on hold-out set: 2.464743572186547e-06
MeanAbsoluteError value on hold-out data: 0.0013353537069633603
Epoch: 274
Loss on hold-out set: 1.2924068271720563e-06
MeanAbsoluteError value on hold-out data: 0.0009121879120357335
Epoch: 275
Loss on hold-out set: 1.0076457406015787e-06
MeanAbsoluteError value on hold-out data: 0.0007964781834743917
Epoch: 276
Loss on hold-out set: 1.3489025928050212e-06
MeanAbsoluteError value on hold-out data: 0.0009448225027881563
Epoch: 277
Loss on hold-out set: 1.4108887640418288e-06
MeanAbsoluteError value on hold-out data: 0.0009476112318225205
Epoch: 278
Loss on hold-out set: 1.2316478275627225e-06
MeanAbsoluteError value on hold-out data: 0.000888702692463994
Epoch: 279
Loss on hold-out set: 1.2908485602063018e-06
MeanAbsoluteError value on hold-out data: 0.0009091289830394089
Epoch: 280
Loss on hold-out set: 9.559192784237031e-07
MeanAbsoluteError value on hold-out data: 0.0007764741312712431
Epoch: 281
Loss on hold-out set: 1.6313209339626298e-06
MeanAbsoluteError value on hold-out data: 0.0010461054043844342
Epoch: 282
Loss on hold-out set: 9.915157163145762e-07
MeanAbsoluteError value on hold-out data: 0.0007942187367007136
Epoch: 283
Loss on hold-out set: 2.0112855287678893e-06
MeanAbsoluteError value on hold-out data: 0.0011729688849300146
Epoch: 284
Loss on hold-out set: 1.9531138856396673e-06
MeanAbsoluteError value on hold-out data: 0.0011654323898255825
Epoch: 285
Loss on hold-out set: 8.760467184892581e-07
MeanAbsoluteError value on hold-out data: 0.0007446184754371643
Epoch: 286
Loss on hold-out set: 1.8399602556416396e-06
MeanAbsoluteError value on hold-out data: 0.0011320654302835464
Epoch: 287
Loss on hold-out set: 1.0917308810426699e-06
MeanAbsoluteError value on hold-out data: 0.0008471820619888604
Epoch: 288
Loss on hold-out set: 9.84351822508918e-07
MeanAbsoluteError value on hold-out data: 0.0008031935431063175
Epoch: 289
Loss on hold-out set: 1.909843524871528e-06
MeanAbsoluteError value on hold-out data: 0.0011531938798725605
Epoch: 290
Loss on hold-out set: 1.3631391220470552e-06
MeanAbsoluteError value on hold-out data: 0.0009490337688475847
Epoch: 291
Loss on hold-out set: 8.614251031321816e-07
MeanAbsoluteError value on hold-out data: 0.0007422963390126824
Epoch: 292
Loss on hold-out set: 9.95879750875199e-07
MeanAbsoluteError value on hold-out data: 0.0007957008201628923
Epoch: 293
Loss on hold-out set: 8.812062262109066e-07
MeanAbsoluteError value on hold-out data: 0.0007623351411893964
Epoch: 294
Loss on hold-out set: 8.584469346834866e-07
MeanAbsoluteError value on hold-out data: 0.0007478334009647369
Epoch: 295
Loss on hold-out set: 3.2321069684975986e-06
MeanAbsoluteError value on hold-out data: 0.0015845221932977438
Epoch: 296
Loss on hold-out set: 1.5473019996498375e-06
MeanAbsoluteError value on hold-out data: 0.0010060208151116967
Epoch: 297
Loss on hold-out set: 1.329477180134793e-06
MeanAbsoluteError value on hold-out data: 0.0009200379136018455
Epoch: 298
Loss on hold-out set: 1.883625393953767e-06
MeanAbsoluteError value on hold-out data: 0.001131532248109579
Epoch: 299
Loss on hold-out set: 8.770971478467896e-07
MeanAbsoluteError value on hold-out data: 0.0007594622438773513
Epoch: 300
Loss on hold-out set: 2.672864009187642e-06
MeanAbsoluteError value on hold-out data: 0.0014058230444788933
Epoch: 301
Loss on hold-out set: 8.508395739538269e-07
MeanAbsoluteError value on hold-out data: 0.0007507182890549302
Epoch: 302
Loss on hold-out set: 8.940403426705464e-07
MeanAbsoluteError value on hold-out data: 0.0007517048506997526
Epoch: 303
Loss on hold-out set: 1.1463155582185591e-06
MeanAbsoluteError value on hold-out data: 0.0008663319749757648
Epoch: 304
Loss on hold-out set: 3.2833808811454603e-06
MeanAbsoluteError value on hold-out data: 0.0015942686004564166
Epoch: 305
Loss on hold-out set: 1.0202557578658774e-06
MeanAbsoluteError value on hold-out data: 0.0008059554966166615
Epoch: 306
Loss on hold-out set: 9.541518041164397e-07
MeanAbsoluteError value on hold-out data: 0.0007854895084165037
Epoch: 307
Loss on hold-out set: 8.794804061626325e-07
MeanAbsoluteError value on hold-out data: 0.0007519468781538308
Epoch: 308
Loss on hold-out set: 9.555106505319457e-07
MeanAbsoluteError value on hold-out data: 0.0007933556917123497
Epoch: 309
Loss on hold-out set: 1.0267642732299607e-06
MeanAbsoluteError value on hold-out data: 0.0008115707896649837
Epoch: 310
Loss on hold-out set: 1.0826857965484076e-06
MeanAbsoluteError value on hold-out data: 0.0008365450194105506
Epoch: 311
Loss on hold-out set: 1.2086109509225121e-06
MeanAbsoluteError value on hold-out data: 0.0008894084021449089
Epoch: 312
Loss on hold-out set: 1.737062454391267e-06
MeanAbsoluteError value on hold-out data: 0.0010925785172730684
Epoch: 313
Loss on hold-out set: 1.0305783630458695e-06
MeanAbsoluteError value on hold-out data: 0.0008308337419293821
Epoch: 314
Loss on hold-out set: 9.145398057566317e-07
MeanAbsoluteError value on hold-out data: 0.0007627166341990232
Epoch: 315
Loss on hold-out set: 8.719879745985724e-07
MeanAbsoluteError value on hold-out data: 0.0007397026056423783
Epoch: 316
Loss on hold-out set: 8.923245308036903e-07
MeanAbsoluteError value on hold-out data: 0.0007543369429185987
Epoch: 317
Loss on hold-out set: 8.931958708564324e-07
MeanAbsoluteError value on hold-out data: 0.0007488806149922311
Epoch: 318
Loss on hold-out set: 9.929690428497163e-07
MeanAbsoluteError value on hold-out data: 0.0007918055052869022
Epoch: 319
Loss on hold-out set: 1.0319894276209964e-06
MeanAbsoluteError value on hold-out data: 0.000808639102615416
Epoch: 320
Loss on hold-out set: 1.3524544949692234e-06
MeanAbsoluteError value on hold-out data: 0.0009349200408905745
Epoch: 321
Loss on hold-out set: 1.5615750672431636e-06
MeanAbsoluteError value on hold-out data: 0.0010261050192639232
Epoch: 322
Loss on hold-out set: 8.555916306668701e-07
MeanAbsoluteError value on hold-out data: 0.000742629577871412
Epoch: 323
Loss on hold-out set: 9.947369326374955e-07
MeanAbsoluteError value on hold-out data: 0.0008002924732863903
Epoch: 324
Loss on hold-out set: 1.824517135829458e-06
MeanAbsoluteError value on hold-out data: 0.001116052852012217
Epoch: 325
Loss on hold-out set: 1.1846929781038278e-06
MeanAbsoluteError value on hold-out data: 0.0008744941442273557
Epoch: 326
Loss on hold-out set: 1.5699722396041244e-06
MeanAbsoluteError value on hold-out data: 0.0010258127003908157
Epoch: 327
Loss on hold-out set: 9.577656031542335e-07
MeanAbsoluteError value on hold-out data: 0.0007777977152727544
Epoch: 328
Loss on hold-out set: 9.248249365387701e-07
MeanAbsoluteError value on hold-out data: 0.0007651597843505442
Epoch: 329
Loss on hold-out set: 1.0042717216893642e-06
MeanAbsoluteError value on hold-out data: 0.0008029953460209072
Epoch: 330
Loss on hold-out set: 1.0514328061773132e-06
MeanAbsoluteError value on hold-out data: 0.0008100760751403868
Epoch: 331
Loss on hold-out set: 3.6370075086348438e-06
MeanAbsoluteError value on hold-out data: 0.0016897658351808786
Epoch: 332
Loss on hold-out set: 1.0580603434331543e-06
MeanAbsoluteError value on hold-out data: 0.000839477579575032
Epoch: 333
Loss on hold-out set: 8.975223618347771e-07
MeanAbsoluteError value on hold-out data: 0.0007697731489315629
Epoch: 334
Loss on hold-out set: 8.591411547567268e-07
MeanAbsoluteError value on hold-out data: 0.0007557079661637545
Epoch: 335
Loss on hold-out set: 1.8477379282294829e-06
MeanAbsoluteError value on hold-out data: 0.0011299977777525783
Epoch: 336
Loss on hold-out set: 1.8555286987377354e-06
MeanAbsoluteError value on hold-out data: 0.0011271556140854955
Epoch: 337
Loss on hold-out set: 1.7062993996911534e-06
MeanAbsoluteError value on hold-out data: 0.0010795049602165818
Epoch: 338
Loss on hold-out set: 1.7848126958597277e-06
MeanAbsoluteError value on hold-out data: 0.001106558833271265
Epoch: 339
Loss on hold-out set: 8.687760121598618e-07
MeanAbsoluteError value on hold-out data: 0.0007433629361912608
Epoch: 340
Loss on hold-out set: 1.9455485785688085e-06
MeanAbsoluteError value on hold-out data: 0.0011670251842588186
Epoch: 341
Loss on hold-out set: 1.278530929407919e-06
MeanAbsoluteError value on hold-out data: 0.0009238569182343781
Epoch: 342
Loss on hold-out set: 9.99226764675816e-07
MeanAbsoluteError value on hold-out data: 0.0007955729961395264
Epoch: 343
Loss on hold-out set: 1.595844113323533e-06
MeanAbsoluteError value on hold-out data: 0.001030645682476461
Epoch: 344
Loss on hold-out set: 1.110039748727774e-06
MeanAbsoluteError value on hold-out data: 0.000848896277602762
Epoch: 345
Loss on hold-out set: 1.142873375071854e-06
MeanAbsoluteError value on hold-out data: 0.0008748311665840447
Epoch: 346
Loss on hold-out set: 9.098730717632383e-07
MeanAbsoluteError value on hold-out data: 0.0007740663713775575
Epoch: 347
Loss on hold-out set: 1.0233001380524194e-06
MeanAbsoluteError value on hold-out data: 0.0008062231354415417
Epoch: 348
Loss on hold-out set: 1.4771696567693556e-06
MeanAbsoluteError value on hold-out data: 0.000989901483990252
Epoch: 349
Loss on hold-out set: 1.1085680210056268e-06
MeanAbsoluteError value on hold-out data: 0.0008517304086126387
Epoch: 350
Loss on hold-out set: 8.780056077739573e-07
MeanAbsoluteError value on hold-out data: 0.0007508838316425681
Epoch: 351
Loss on hold-out set: 2.608908784539285e-06
MeanAbsoluteError value on hold-out data: 0.00138507888186723
Epoch: 352
Loss on hold-out set: 8.622180598500132e-07
MeanAbsoluteError value on hold-out data: 0.0007397696608677506
Epoch: 353
Loss on hold-out set: 1.442007807010046e-06
MeanAbsoluteError value on hold-out data: 0.0009709170553833246
Epoch: 354
Loss on hold-out set: 9.218796770638667e-07
MeanAbsoluteError value on hold-out data: 0.0007663446594960988
Epoch: 355
Loss on hold-out set: 8.651858573665251e-07
MeanAbsoluteError value on hold-out data: 0.0007428319659084082
Epoch: 356
Loss on hold-out set: 1.077408357057146e-06
MeanAbsoluteError value on hold-out data: 0.0008424982661381364
Epoch: 357
Loss on hold-out set: 1.1481436515443994e-06
MeanAbsoluteError value on hold-out data: 0.0008552480721846223
Epoch: 358
Loss on hold-out set: 8.601832060674641e-07
MeanAbsoluteError value on hold-out data: 0.0007419356843456626
Epoch: 359
Loss on hold-out set: 1.0523651055612055e-06
MeanAbsoluteError value on hold-out data: 0.0008110098424367607
Epoch: 360
Loss on hold-out set: 2.3187773434217794e-06
MeanAbsoluteError value on hold-out data: 0.0012957814615219831
Epoch: 361
Loss on hold-out set: 1.3354675430539493e-06
MeanAbsoluteError value on hold-out data: 0.0009382299613207579
Epoch: 362
Loss on hold-out set: 3.6692256284559813e-06
MeanAbsoluteError value on hold-out data: 0.0017059780657291412
Epoch: 363
Loss on hold-out set: 8.718787810087298e-07
MeanAbsoluteError value on hold-out data: 0.000747484271414578
Epoch: 364
Loss on hold-out set: 8.640489130734272e-07
MeanAbsoluteError value on hold-out data: 0.0007608127780258656
Epoch: 365
Loss on hold-out set: 1.1651913451403647e-06
MeanAbsoluteError value on hold-out data: 0.0008673043921589851
Epoch: 366
Loss on hold-out set: 2.1088404525327954e-06
MeanAbsoluteError value on hold-out data: 0.0012180906487628818
Epoch: 367
Loss on hold-out set: 1.2881762014977108e-06
MeanAbsoluteError value on hold-out data: 0.0009132229024544358
Epoch: 368
Loss on hold-out set: 1.2510122315377789e-06
MeanAbsoluteError value on hold-out data: 0.0009115441353060305
Epoch: 369
Loss on hold-out set: 9.419175300781478e-07
MeanAbsoluteError value on hold-out data: 0.0007888474501669407
Epoch: 370
Loss on hold-out set: 9.60668238666298e-07
MeanAbsoluteError value on hold-out data: 0.0007987074786797166
Epoch: 371
Loss on hold-out set: 8.782985439755689e-07
MeanAbsoluteError value on hold-out data: 0.0007508391863666475
Epoch: 372
Loss on hold-out set: 3.89353812124682e-06
MeanAbsoluteError value on hold-out data: 0.0017590371426194906
Epoch: 373
Loss on hold-out set: 8.559578799200177e-07
MeanAbsoluteError value on hold-out data: 0.0007413480198010802
Epoch: 374
Loss on hold-out set: 1.2263233030221511e-06
MeanAbsoluteError value on hold-out data: 0.0008945809095166624
Epoch: 375
Loss on hold-out set: 3.460473354416057e-06
MeanAbsoluteError value on hold-out data: 0.0016461147461086512
Epoch: 376
Loss on hold-out set: 8.528273411911869e-07
MeanAbsoluteError value on hold-out data: 0.0007397657609544694
Epoch: 377
Loss on hold-out set: 8.613265732929233e-07
MeanAbsoluteError value on hold-out data: 0.0007403191993944347
Epoch: 378
Loss on hold-out set: 1.1324509988466353e-06
MeanAbsoluteError value on hold-out data: 0.0008564266609027982
Epoch: 379
Loss on hold-out set: 1.0282722909874122e-06
MeanAbsoluteError value on hold-out data: 0.0008156067342497408
Epoch: 380
Loss on hold-out set: 8.484537670333817e-07
MeanAbsoluteError value on hold-out data: 0.0007373310509137809
Epoch: 381
Loss on hold-out set: 1.6433942846560967e-06
MeanAbsoluteError value on hold-out data: 0.00106907170265913
Epoch: 382
Loss on hold-out set: 9.130976560587251e-07
MeanAbsoluteError value on hold-out data: 0.0007665192824788392
Epoch: 383
Loss on hold-out set: 2.6514468360298785e-06
MeanAbsoluteError value on hold-out data: 0.001406018272973597
Epoch: 384
Loss on hold-out set: 1.6847317777103997e-06
MeanAbsoluteError value on hold-out data: 0.0010705309687182307
Epoch: 385
Loss on hold-out set: 1.7436209822407316e-06
MeanAbsoluteError value on hold-out data: 0.0010911613935604692
Epoch: 386
Loss on hold-out set: 1.461906023043986e-06
MeanAbsoluteError value on hold-out data: 0.0009860640857368708
Epoch: 387
Loss on hold-out set: 1.8542074258220964e-06
MeanAbsoluteError value on hold-out data: 0.0011385696707293391
Epoch: 388
Loss on hold-out set: 1.3015412096855902e-06
MeanAbsoluteError value on hold-out data: 0.0009278019424527884
Epoch: 389
Loss on hold-out set: 2.2359399706242823e-06
MeanAbsoluteError value on hold-out data: 0.0012664871755987406
Epoch: 390
Loss on hold-out set: 2.026564532654543e-06
MeanAbsoluteError value on hold-out data: 0.0011992912041023374
Epoch: 391
Loss on hold-out set: 1.0949023462851409e-06
MeanAbsoluteError value on hold-out data: 0.0008365808753296733
Epoch: 392
Loss on hold-out set: 1.0028768399120293e-06
MeanAbsoluteError value on hold-out data: 0.0008050482138060033
Epoch: 393
Loss on hold-out set: 8.913392406384446e-07
MeanAbsoluteError value on hold-out data: 0.000741813681088388
Epoch: 394
Loss on hold-out set: 9.812775123924966e-07
MeanAbsoluteError value on hold-out data: 0.0007883517537266016
Epoch: 395
Loss on hold-out set: 8.480670967820084e-07
MeanAbsoluteError value on hold-out data: 0.000743433425668627
Epoch: 396
Loss on hold-out set: 8.667634720370044e-07
MeanAbsoluteError value on hold-out data: 0.0007408893434330821
Epoch: 397
Loss on hold-out set: 1.1957673468475007e-06
MeanAbsoluteError value on hold-out data: 0.0008851169259287417
Epoch: 398
Loss on hold-out set: 8.516137985213246e-07
MeanAbsoluteError value on hold-out data: 0.0007441587513312697
Epoch: 399
Loss on hold-out set: 1.6406371798893815e-06
MeanAbsoluteError value on hold-out data: 0.0010487936669960618
Epoch: 400
Loss on hold-out set: 1.3700483902455648e-06
MeanAbsoluteError value on hold-out data: 0.0009474382968619466
Epoch: 401
Loss on hold-out set: 8.706335952530552e-07
MeanAbsoluteError value on hold-out data: 0.000741680443752557
Epoch: 402
Loss on hold-out set: 8.677977041989044e-07
MeanAbsoluteError value on hold-out data: 0.000746309757232666
Epoch: 403
Loss on hold-out set: 2.0331684320234147e-06
MeanAbsoluteError value on hold-out data: 0.0011945938458666205
Epoch: 404
Loss on hold-out set: 9.81821459408581e-07
MeanAbsoluteError value on hold-out data: 0.0007938143098726869
Epoch: 405
Loss on hold-out set: 3.179775822110586e-06
MeanAbsoluteError value on hold-out data: 0.0015706428093835711
Epoch: 406
Loss on hold-out set: 1.2145751849414553e-06
MeanAbsoluteError value on hold-out data: 0.0009019389981403947
Epoch: 407
Loss on hold-out set: 9.59746186804535e-07
MeanAbsoluteError value on hold-out data: 0.0007793760159984231
Epoch: 408
Loss on hold-out set: 1.919425240035516e-06
MeanAbsoluteError value on hold-out data: 0.001159152016043663
Epoch: 409
Loss on hold-out set: 3.8084382337824775e-06
MeanAbsoluteError value on hold-out data: 0.001741094165481627
Epoch: 410
Loss on hold-out set: 8.818097428861381e-07
MeanAbsoluteError value on hold-out data: 0.0007511206204071641
Epoch: 411
Loss on hold-out set: 1.3838950312255724e-06
MeanAbsoluteError value on hold-out data: 0.0009647745173424482
Epoch: 412
Loss on hold-out set: 2.012298530847769e-06
MeanAbsoluteError value on hold-out data: 0.001183770364150405
Epoch: 413
Loss on hold-out set: 2.8189251170978854e-06
MeanAbsoluteError value on hold-out data: 0.0014608410419896245
Epoch: 414
Loss on hold-out set: 9.853690728864182e-07
MeanAbsoluteError value on hold-out data: 0.0007971894228830934
Epoch: 415
Loss on hold-out set: 2.317465297090549e-06
MeanAbsoluteError value on hold-out data: 0.0013003244530409575
Epoch: 416
Loss on hold-out set: 8.72380159035545e-07
MeanAbsoluteError value on hold-out data: 0.0007440782501362264
Epoch: 417
Loss on hold-out set: 9.075800673336313e-07
MeanAbsoluteError value on hold-out data: 0.0007571600726805627
Epoch: 418
Loss on hold-out set: 8.794634567266257e-07
MeanAbsoluteError value on hold-out data: 0.0007619357784278691
Epoch: 419
Loss on hold-out set: 1.7705525085363518e-06
MeanAbsoluteError value on hold-out data: 0.0011002009268850088
Epoch: 420
Loss on hold-out set: 1.4588866756519947e-06
MeanAbsoluteError value on hold-out data: 0.0009860660647973418
Epoch: 421
Loss on hold-out set: 9.275760188948448e-07
MeanAbsoluteError value on hold-out data: 0.0007764626643620431
Epoch: 422
Loss on hold-out set: 2.324868675211627e-06
MeanAbsoluteError value on hold-out data: 0.001300780801102519
Epoch: 423
Loss on hold-out set: 9.192574800546314e-07
MeanAbsoluteError value on hold-out data: 0.0007759361178614199
Epoch: 424
Loss on hold-out set: 1.80753132377432e-06
MeanAbsoluteError value on hold-out data: 0.0011144757736474276
Epoch: 425
Loss on hold-out set: 2.7538733709326677e-06
MeanAbsoluteError value on hold-out data: 0.0014304430224001408
Epoch: 426
Loss on hold-out set: 3.208409383971325e-06
MeanAbsoluteError value on hold-out data: 0.0015617242315784097
Epoch: 427
Loss on hold-out set: 8.834270249137358e-07
MeanAbsoluteError value on hold-out data: 0.0007445589872077107
Epoch: 428
Loss on hold-out set: 1.1576975373672165e-06
MeanAbsoluteError value on hold-out data: 0.000860926287714392
Epoch: 429
Loss on hold-out set: 8.599821882919394e-07
MeanAbsoluteError value on hold-out data: 0.0007483330555260181
Epoch: 430
Loss on hold-out set: 9.072522389960556e-07
MeanAbsoluteError value on hold-out data: 0.0007755436236038804
Epoch: 431
Loss on hold-out set: 8.661593248485875e-07
MeanAbsoluteError value on hold-out data: 0.000744034128729254
Epoch: 432
Loss on hold-out set: 9.76190836423173e-07
MeanAbsoluteError value on hold-out data: 0.0007874374859966338
Epoch: 433
Loss on hold-out set: 8.849162536774346e-07
MeanAbsoluteError value on hold-out data: 0.0007641910924576223
Epoch: 434
Loss on hold-out set: 1.086987271934815e-06
MeanAbsoluteError value on hold-out data: 0.0008500047260895371
Epoch: 435
Loss on hold-out set: 2.01105115288077e-06
MeanAbsoluteError value on hold-out data: 0.001184038701467216
Epoch: 436
Loss on hold-out set: 1.654463965313593e-06
MeanAbsoluteError value on hold-out data: 0.001047861878760159
Epoch: 437
Loss on hold-out set: 1.358762977594396e-06
MeanAbsoluteError value on hold-out data: 0.0009375936933793128
Epoch: 438
Loss on hold-out set: 8.585053398004866e-07
MeanAbsoluteError value on hold-out data: 0.000748097721952945
Epoch: 439
Loss on hold-out set: 1.1572718145651761e-06
MeanAbsoluteError value on hold-out data: 0.0008714923169463873
Epoch: 440
Loss on hold-out set: 1.2432850310442757e-06
MeanAbsoluteError value on hold-out data: 0.0009076662827283144
Epoch: 441
Loss on hold-out set: 9.538768704499632e-07
MeanAbsoluteError value on hold-out data: 0.000787892728112638
Epoch: 442
Loss on hold-out set: 8.758442684091662e-07
MeanAbsoluteError value on hold-out data: 0.000739525246899575
Epoch: 443
Loss on hold-out set: 1.11633655152625e-06
MeanAbsoluteError value on hold-out data: 0.0008460324024781585
Epoch: 444
Loss on hold-out set: 1.428278916424269e-06
MeanAbsoluteError value on hold-out data: 0.0009867133339866996
Epoch: 445
Loss on hold-out set: 8.701690386727167e-07
MeanAbsoluteError value on hold-out data: 0.0007532652234658599
Epoch: 446
Loss on hold-out set: 8.890375780586175e-07
MeanAbsoluteError value on hold-out data: 0.0007579855737276375
Epoch: 447
Loss on hold-out set: 1.1189623427598188e-06
MeanAbsoluteError value on hold-out data: 0.0008468297892250121
Epoch: 448
Loss on hold-out set: 1.5568494703936602e-06
MeanAbsoluteError value on hold-out data: 0.001009767409414053
Epoch: 449
Loss on hold-out set: 1.5545968524652141e-06
MeanAbsoluteError value on hold-out data: 0.0010248929029330611
Epoch: 450
Loss on hold-out set: 1.406555112662557e-06
MeanAbsoluteError value on hold-out data: 0.0009529299568384886
Epoch: 451
Loss on hold-out set: 8.95722026421864e-07
MeanAbsoluteError value on hold-out data: 0.0007698338013142347
Epoch: 452
Loss on hold-out set: 1.503536475112062e-06
MeanAbsoluteError value on hold-out data: 0.0010118945501744747
Epoch: 453
Loss on hold-out set: 1.750625422777088e-06
MeanAbsoluteError value on hold-out data: 0.0010845499346032739
Epoch: 454
Loss on hold-out set: 8.651715025334133e-07
MeanAbsoluteError value on hold-out data: 0.0007422835333272815
Epoch: 455
Loss on hold-out set: 1.0059378690497948e-06
MeanAbsoluteError value on hold-out data: 0.0008000987581908703
Epoch: 456
Loss on hold-out set: 2.2409607269262202e-06
MeanAbsoluteError value on hold-out data: 0.001255879644304514
Epoch: 457
Loss on hold-out set: 1.446048635874544e-06
MeanAbsoluteError value on hold-out data: 0.0009710078593343496
Epoch: 458
Loss on hold-out set: 1.7822132642657762e-06
MeanAbsoluteError value on hold-out data: 0.0010957937920466065
Epoch: 459
Loss on hold-out set: 9.522058384821943e-07
MeanAbsoluteError value on hold-out data: 0.0007850468973629177
Epoch: 460
Loss on hold-out set: 1.2076236200037352e-06
MeanAbsoluteError value on hold-out data: 0.0008968142792582512
Epoch: 461
Loss on hold-out set: 8.432677366212565e-07
MeanAbsoluteError value on hold-out data: 0.0007381229661405087
Epoch: 462
Loss on hold-out set: 2.50201310935058e-06
MeanAbsoluteError value on hold-out data: 0.0013512736186385155
Epoch: 463
Loss on hold-out set: 1.3092542752402598e-06
MeanAbsoluteError value on hold-out data: 0.000938884390052408
Epoch: 464
Loss on hold-out set: 9.385348683484776e-07
MeanAbsoluteError value on hold-out data: 0.0007863919017836452
Epoch: 465
Loss on hold-out set: 8.778605104596767e-07
MeanAbsoluteError value on hold-out data: 0.000749041442759335
Epoch: 466
Loss on hold-out set: 1.3931408676027882e-06
MeanAbsoluteError value on hold-out data: 0.0009668435668572783
Epoch: 467
Loss on hold-out set: 1.4923141676311053e-06
MeanAbsoluteError value on hold-out data: 0.0010068907868117094
Epoch: 468
Loss on hold-out set: 1.0603271355672693e-06
MeanAbsoluteError value on hold-out data: 0.0008250836981460452
Epoch: 469
Loss on hold-out set: 8.681146756304626e-07
MeanAbsoluteError value on hold-out data: 0.0007596396026201546
Epoch: 470
Loss on hold-out set: 4.89716002879217e-06
MeanAbsoluteError value on hold-out data: 0.0020141303539276123
Epoch: 471
Loss on hold-out set: 2.3420462732223028e-06
MeanAbsoluteError value on hold-out data: 0.0012825106969103217
Epoch: 472
Loss on hold-out set: 1.3407930870363616e-06
MeanAbsoluteError value on hold-out data: 0.0009358103270642459
Epoch: 473
Loss on hold-out set: 3.137050624134549e-06
MeanAbsoluteError value on hold-out data: 0.0015527812065556645
Epoch: 474
Loss on hold-out set: 1.669659463974121e-06
MeanAbsoluteError value on hold-out data: 0.0010628727031871676
Epoch: 475
Loss on hold-out set: 1.1843930123907404e-06
MeanAbsoluteError value on hold-out data: 0.0008744855877012014
Epoch: 476
Loss on hold-out set: 1.65908944070811e-06
MeanAbsoluteError value on hold-out data: 0.0010618205415084958
Epoch: 477
Loss on hold-out set: 8.976532830735394e-07
MeanAbsoluteError value on hold-out data: 0.000750934355892241
Epoch: 478
Loss on hold-out set: 9.160442431266347e-07
MeanAbsoluteError value on hold-out data: 0.000761860515922308
Epoch: 479
Loss on hold-out set: 9.388064497491206e-07
MeanAbsoluteError value on hold-out data: 0.0007832517731003463
Epoch: 480
Loss on hold-out set: 9.468435407418503e-07
MeanAbsoluteError value on hold-out data: 0.000785253883805126
Epoch: 481
Loss on hold-out set: 1.059975333143819e-06
MeanAbsoluteError value on hold-out data: 0.0008277044980786741
Epoch: 482
Loss on hold-out set: 8.586555750866864e-07
MeanAbsoluteError value on hold-out data: 0.0007518173079006374
Epoch: 483
Loss on hold-out set: 8.724124816245948e-07
MeanAbsoluteError value on hold-out data: 0.0007423592614941299
Epoch: 484
Loss on hold-out set: 8.861088727335778e-07
MeanAbsoluteError value on hold-out data: 0.0007517010089941323
Epoch: 485
Loss on hold-out set: 9.855758236199108e-07
MeanAbsoluteError value on hold-out data: 0.0008076991653069854
Epoch: 486
Loss on hold-out set: 1.1510946402375721e-06
MeanAbsoluteError value on hold-out data: 0.0008652994292788208
Epoch: 487
Loss on hold-out set: 1.85395862965714e-06
MeanAbsoluteError value on hold-out data: 0.0011409162543714046
Epoch: 488
Loss on hold-out set: 2.453371471825736e-06
MeanAbsoluteError value on hold-out data: 0.0013411998515948653
Epoch: 489
Loss on hold-out set: 1.2705965694318654e-06
MeanAbsoluteError value on hold-out data: 0.0009091434767469764
Epoch: 490
Loss on hold-out set: 9.088831570866923e-07
MeanAbsoluteError value on hold-out data: 0.0007670489721931517
Epoch: 491
Loss on hold-out set: 9.740696094396346e-07
MeanAbsoluteError value on hold-out data: 0.0008005976560525596
Epoch: 492
Loss on hold-out set: 8.495554377412574e-07
MeanAbsoluteError value on hold-out data: 0.0007425501826219261
Epoch: 493
Loss on hold-out set: 9.370112134152614e-07
MeanAbsoluteError value on hold-out data: 0.0007807191577740014
Epoch: 494
Loss on hold-out set: 1.0934100943490864e-06
MeanAbsoluteError value on hold-out data: 0.0008464280981570482
Epoch: 495
Loss on hold-out set: 9.089886718415204e-07
MeanAbsoluteError value on hold-out data: 0.0007759641739539802
Epoch: 496
Loss on hold-out set: 2.0422159110466964e-06
MeanAbsoluteError value on hold-out data: 0.001189245143905282
Epoch: 497
Loss on hold-out set: 8.609449062908269e-07
MeanAbsoluteError value on hold-out data: 0.0007481841021217406
Epoch: 498
Loss on hold-out set: 1.165512315244661e-06
MeanAbsoluteError value on hold-out data: 0.0008636704878881574
Epoch: 499
Loss on hold-out set: 1.3198935801627062e-06
MeanAbsoluteError value on hold-out data: 0.0009228168055415154
Epoch: 500
Loss on hold-out set: 9.22566722525325e-07
MeanAbsoluteError value on hold-out data: 0.0007668230682611465
Epoch: 501
Loss on hold-out set: 8.64807372006513e-07
MeanAbsoluteError value on hold-out data: 0.0007420832989737391
Epoch: 502
Loss on hold-out set: 8.974919902464918e-07
MeanAbsoluteError value on hold-out data: 0.0007700272253714502
Epoch: 503
Loss on hold-out set: 1.4085282846041848e-06
MeanAbsoluteError value on hold-out data: 0.0009722840622998774
Epoch: 504
Loss on hold-out set: 1.2004741883605387e-06
MeanAbsoluteError value on hold-out data: 0.0008795750909484923
Epoch: 505
Loss on hold-out set: 8.876843741003731e-07
MeanAbsoluteError value on hold-out data: 0.0007548626745119691
Epoch: 506
Loss on hold-out set: 9.117289832111533e-07
MeanAbsoluteError value on hold-out data: 0.00074580596992746
Epoch: 507
Loss on hold-out set: 1.0288489562526593e-06
MeanAbsoluteError value on hold-out data: 0.0007971713785082102
Epoch: 508
Loss on hold-out set: 1.8281625102645194e-06
MeanAbsoluteError value on hold-out data: 0.001112033729441464
Epoch: 509
Loss on hold-out set: 9.207430181097726e-07
MeanAbsoluteError value on hold-out data: 0.000764089054428041
Epoch: 510
Loss on hold-out set: 8.858670144574813e-07
MeanAbsoluteError value on hold-out data: 0.0007598075899295509
Epoch: 511
Loss on hold-out set: 1.0971606605225087e-06
MeanAbsoluteError value on hold-out data: 0.0008460162207484245
Epoch: 512
Loss on hold-out set: 1.7206864592816073e-06
MeanAbsoluteError value on hold-out data: 0.0010837409645318985
Epoch: 513
Loss on hold-out set: 9.103239601191299e-07
MeanAbsoluteError value on hold-out data: 0.0007552669267170131
Epoch: 514
Loss on hold-out set: 3.118396445020871e-06
MeanAbsoluteError value on hold-out data: 0.0015515570994466543
Epoch: 515
Loss on hold-out set: 1.1123742166917413e-06
MeanAbsoluteError value on hold-out data: 0.0008409396978095174
Epoch: 516
Loss on hold-out set: 1.4364911928504098e-06
MeanAbsoluteError value on hold-out data: 0.0009706729906611145
Epoch: 517
Loss on hold-out set: 1.1452652406780162e-06
MeanAbsoluteError value on hold-out data: 0.0008665419882163405
Epoch: 518
Loss on hold-out set: 1.5182915801329057e-06
MeanAbsoluteError value on hold-out data: 0.000999945099465549
Epoch: 519
Loss on hold-out set: 8.530435470046732e-07
MeanAbsoluteError value on hold-out data: 0.0007405064534395933
Epoch: 520
Loss on hold-out set: 1.0302694871268757e-06
MeanAbsoluteError value on hold-out data: 0.0007984390249475837
Epoch: 521
Loss on hold-out set: 1.141692250727326e-06
MeanAbsoluteError value on hold-out data: 0.0008666832000017166
Epoch: 522
Loss on hold-out set: 4.0209910468404e-06
MeanAbsoluteError value on hold-out data: 0.001786909531801939
Epoch: 523
Loss on hold-out set: 8.520300524064863e-07
MeanAbsoluteError value on hold-out data: 0.0007375744171440601
Epoch: 524
Loss on hold-out set: 1.1784345247926802e-06
MeanAbsoluteError value on hold-out data: 0.000887034519109875
Epoch: 525
Loss on hold-out set: 1.0164354807186197e-06
MeanAbsoluteError value on hold-out data: 0.0008023881237022579
Epoch: 526
Loss on hold-out set: 2.994198209044522e-06
MeanAbsoluteError value on hold-out data: 0.0014978765975683928
Epoch: 527
Loss on hold-out set: 8.60712558535756e-07
MeanAbsoluteError value on hold-out data: 0.000741568161174655
Epoch: 528
Loss on hold-out set: 1.468607889427475e-06
MeanAbsoluteError value on hold-out data: 0.0009902678430080414
Epoch: 529
Loss on hold-out set: 1.557899514188265e-06
MeanAbsoluteError value on hold-out data: 0.0010128230787813663
Epoch: 530
Loss on hold-out set: 8.819202046077791e-07
MeanAbsoluteError value on hold-out data: 0.0007474275189451873
Epoch: 531
Loss on hold-out set: 1.2722508131446375e-06
MeanAbsoluteError value on hold-out data: 0.0008962247520685196
Epoch: 532
Loss on hold-out set: 8.64971750645868e-07
MeanAbsoluteError value on hold-out data: 0.0007415135041810572
Epoch: 533
Loss on hold-out set: 2.801768486829372e-06
MeanAbsoluteError value on hold-out data: 0.0014479632955044508
Epoch: 534
Loss on hold-out set: 1.5912360903544858e-06
MeanAbsoluteError value on hold-out data: 0.0010439357720315456
Epoch: 535
Loss on hold-out set: 8.57595112865726e-07
MeanAbsoluteError value on hold-out data: 0.0007387101650238037
Epoch: 536
Loss on hold-out set: 1.5248559912762222e-06
MeanAbsoluteError value on hold-out data: 0.0010122391395270824
Epoch: 537
Loss on hold-out set: 1.8441046898643482e-06
MeanAbsoluteError value on hold-out data: 0.0011293537681922317
Epoch: 538
Loss on hold-out set: 9.58879673206818e-07
MeanAbsoluteError value on hold-out data: 0.0007879282929934561
Epoch: 539
Loss on hold-out set: 1.2314323117236295e-06
MeanAbsoluteError value on hold-out data: 0.0008934587240219116
Epoch: 540
Loss on hold-out set: 8.955266114627958e-07
MeanAbsoluteError value on hold-out data: 0.0007571682217530906
Epoch: 541
Loss on hold-out set: 1.1785075577407905e-06
MeanAbsoluteError value on hold-out data: 0.0008799568749964237
Epoch: 542
Loss on hold-out set: 1.0473374708316153e-06
MeanAbsoluteError value on hold-out data: 0.0008139435667544603
Epoch: 543
Loss on hold-out set: 8.753436708574506e-07
MeanAbsoluteError value on hold-out data: 0.0007542013772763312
Epoch: 544
Loss on hold-out set: 1.928197409178641e-06
MeanAbsoluteError value on hold-out data: 0.0011627101339399815
Epoch: 545
Loss on hold-out set: 8.822313378088534e-07
MeanAbsoluteError value on hold-out data: 0.0007614655769430101
Epoch: 546
Loss on hold-out set: 8.548622877182616e-07
MeanAbsoluteError value on hold-out data: 0.0007426501251757145
Epoch: 547
Loss on hold-out set: 1.2678945104108895e-06
MeanAbsoluteError value on hold-out data: 0.0009177080937661231
Epoch: 548
Loss on hold-out set: 1.0609571835342841e-06
MeanAbsoluteError value on hold-out data: 0.0008279815665446222
Epoch: 549
Loss on hold-out set: 8.698288652160619e-07
MeanAbsoluteError value on hold-out data: 0.0007575855706818402
Epoch: 550
Loss on hold-out set: 2.0839180568768107e-06
MeanAbsoluteError value on hold-out data: 0.0012092433171346784
Epoch: 551
Loss on hold-out set: 9.252846053330263e-07
MeanAbsoluteError value on hold-out data: 0.0007586088613606989
Epoch: 552
Loss on hold-out set: 1.9597251454833417e-06
MeanAbsoluteError value on hold-out data: 0.0011771785793825984
Epoch: 553
Loss on hold-out set: 1.6238475890723317e-06
MeanAbsoluteError value on hold-out data: 0.0010334852850064635
Epoch: 554
Loss on hold-out set: 1.7923729932303296e-06
MeanAbsoluteError value on hold-out data: 0.0011054364731535316
Epoch: 555
Loss on hold-out set: 8.767234610810479e-07
MeanAbsoluteError value on hold-out data: 0.0007469389820471406
Epoch: 556
Loss on hold-out set: 1.0994409757807644e-06
MeanAbsoluteError value on hold-out data: 0.0008352961158379912
Epoch: 557
Loss on hold-out set: 4.076031156105991e-06
MeanAbsoluteError value on hold-out data: 0.0018048688070848584
Epoch: 558
Loss on hold-out set: 1.1909256218850236e-06
MeanAbsoluteError value on hold-out data: 0.0008857254288159311
Epoch: 559
Loss on hold-out set: 2.4079597910474004e-06
MeanAbsoluteError value on hold-out data: 0.0013209659373387694
Epoch: 560
Loss on hold-out set: 8.608671030766632e-07
MeanAbsoluteError value on hold-out data: 0.0007406205404549837
Epoch: 561
Loss on hold-out set: 9.869582219093182e-07
MeanAbsoluteError value on hold-out data: 0.0007877698517404497
Epoch: 562
Loss on hold-out set: 2.314632870306205e-06
MeanAbsoluteError value on hold-out data: 0.0012903084279969335
Epoch: 563
Loss on hold-out set: 8.926389190384342e-07
MeanAbsoluteError value on hold-out data: 0.0007655326626263559
Epoch: 564
Loss on hold-out set: 1.264947363510098e-06
MeanAbsoluteError value on hold-out data: 0.0009084836929105222
Epoch: 565
Loss on hold-out set: 9.456764926228875e-07
MeanAbsoluteError value on hold-out data: 0.000791422906331718
Epoch: 566
Loss on hold-out set: 1.0667773912886285e-06
MeanAbsoluteError value on hold-out data: 0.0008378380443900824
Epoch: 567
Loss on hold-out set: 1.1944687529601077e-06
MeanAbsoluteError value on hold-out data: 0.000889903400093317
Epoch: 568
Loss on hold-out set: 1.173389847134618e-06
MeanAbsoluteError value on hold-out data: 0.0008669254020787776
Epoch: 569
Loss on hold-out set: 9.605729421704574e-07
MeanAbsoluteError value on hold-out data: 0.0007863905630074441
Epoch: 570
Loss on hold-out set: 1.840209388379471e-06
MeanAbsoluteError value on hold-out data: 0.0011233414988964796
Epoch: 571
Loss on hold-out set: 1.1609715851603284e-06
MeanAbsoluteError value on hold-out data: 0.0008650305098854005
Epoch: 572
Loss on hold-out set: 8.958787025909786e-07
MeanAbsoluteError value on hold-out data: 0.000753724598325789
Epoch: 573
Loss on hold-out set: 1.1137331595914714e-06
MeanAbsoluteError value on hold-out data: 0.0008559055859223008
Epoch: 574
Loss on hold-out set: 9.676394826460398e-07
MeanAbsoluteError value on hold-out data: 0.0007788868388161063
Epoch: 575
Loss on hold-out set: 2.005508508174994e-06
MeanAbsoluteError value on hold-out data: 0.001181777915917337
Epoch: 576
Loss on hold-out set: 8.854657709745975e-07
MeanAbsoluteError value on hold-out data: 0.0007518775528296828
Epoch: 577
Loss on hold-out set: 9.013336764203479e-07
MeanAbsoluteError value on hold-out data: 0.0007550065056420863
Epoch: 578
Loss on hold-out set: 8.68464573425411e-07
MeanAbsoluteError value on hold-out data: 0.0007473962614312768
Epoch: 579
Loss on hold-out set: 9.117942069206277e-07
MeanAbsoluteError value on hold-out data: 0.0007579351076856256
Epoch: 580
Loss on hold-out set: 1.1411202350293599e-06
MeanAbsoluteError value on hold-out data: 0.0008559807320125401
Epoch: 581
Loss on hold-out set: 1.6257714725342292e-06
MeanAbsoluteError value on hold-out data: 0.0010534153552725911
Epoch: 582
Loss on hold-out set: 8.896092801828553e-07
MeanAbsoluteError value on hold-out data: 0.0007527052075602114
Epoch: 583
Loss on hold-out set: 9.106382791694494e-07
MeanAbsoluteError value on hold-out data: 0.0007747379713691771
Epoch: 584
Loss on hold-out set: 1.6241709174305709e-06
MeanAbsoluteError value on hold-out data: 0.001037054811604321
Epoch: 585
Loss on hold-out set: 1.7420597238900594e-06
MeanAbsoluteError value on hold-out data: 0.0010909212287515402
Epoch: 586
Loss on hold-out set: 9.225961098249363e-07
MeanAbsoluteError value on hold-out data: 0.0007694862433709204
Epoch: 587
Loss on hold-out set: 9.348911659326643e-07
MeanAbsoluteError value on hold-out data: 0.0007721561123616993
Epoch: 588
Loss on hold-out set: 8.715202512414515e-07
MeanAbsoluteError value on hold-out data: 0.0007634770008735359
Epoch: 589
Loss on hold-out set: 8.849489663170493e-07
MeanAbsoluteError value on hold-out data: 0.0007482338696718216
Early stopping at epoch 588
Returned to Spot: Validation loss: 8.849489663170493e-07
----------------------------------------------
If path
is set to a filename, e.g., path = "model_spot_trained.pt"
, the weights of the trained model will be loaded from this file.
=model_spot, test_dataset=test,
test_tuned(net=False,
shuffle=fun_control["loss_function"],
loss_function=fun_control["metric_torch"],
metric= fun_control["device"],
device =fun_control["task"],) task
Loss on hold-out set: 8.159839444132899e-07
MeanAbsoluteError value on hold-out data: 0.0007280884892679751
Final evaluation: Validation loss: 8.159839444132899e-07
Final evaluation: Validation metric: 0.0007280884892679751
----------------------------------------------
(8.159839444132899e-07, nan, tensor(0.0007))
from spotPython.torch.traintest import evaluate_cv
# modify k-kolds:
setattr(model_spot, "k_folds", 10)
= evaluate_cv(net=model_spot,
df_eval, df_preds, df_metrics =fun_control["data"],
dataset=fun_control["loss_function"],
loss_function=fun_control["metric_torch"],
metric=fun_control["task"],
task=fun_control["writer"],
writer="model_spot_cv",
writerId= fun_control["device"]) device
Fold: 1
Epoch: 1
Loss on hold-out set: 0.056845356638614945
MeanAbsoluteError value on hold-out data: 0.19512073695659637
Epoch: 2
Loss on hold-out set: 0.03581225728759399
MeanAbsoluteError value on hold-out data: 0.15348732471466064
Epoch: 3
Loss on hold-out set: 0.027981961504198037
MeanAbsoluteError value on hold-out data: 0.1365247219800949
Epoch: 4
Loss on hold-out set: 0.026753830651824292
MeanAbsoluteError value on hold-out data: 0.1327948421239853
Epoch: 5
Loss on hold-out set: 0.027073022909462452
MeanAbsoluteError value on hold-out data: 0.13105158507823944
Epoch: 6
Loss on hold-out set: 0.02508080156090168
MeanAbsoluteError value on hold-out data: 0.13000507652759552
Epoch: 7
Loss on hold-out set: 0.024836089175481062
MeanAbsoluteError value on hold-out data: 0.12952812016010284
Epoch: 8
Loss on hold-out set: 0.025833020344949685
MeanAbsoluteError value on hold-out data: 0.12867854535579681
Epoch: 9
Loss on hold-out set: 0.02518186804193717
MeanAbsoluteError value on hold-out data: 0.1271010935306549
Epoch: 10
Loss on hold-out set: 0.02333072587274588
MeanAbsoluteError value on hold-out data: 0.12658968567848206
Epoch: 11
Loss on hold-out set: 0.023334929289726112
MeanAbsoluteError value on hold-out data: 0.12580257654190063
Epoch: 12
Loss on hold-out set: 0.023260266340982456
MeanAbsoluteError value on hold-out data: 0.12517480552196503
Epoch: 13
Loss on hold-out set: 0.022743300427324496
MeanAbsoluteError value on hold-out data: 0.12424774467945099
Epoch: 14
Loss on hold-out set: 0.022555347818594713
MeanAbsoluteError value on hold-out data: 0.12267444282770157
Epoch: 15
Loss on hold-out set: 0.02148060196150954
MeanAbsoluteError value on hold-out data: 0.12140022963285446
Epoch: 16
Loss on hold-out set: 0.021560416341974184
MeanAbsoluteError value on hold-out data: 0.12057092040777206
Epoch: 17
Loss on hold-out set: 0.02030364526077532
MeanAbsoluteError value on hold-out data: 0.12034256011247635
Epoch: 18
Loss on hold-out set: 0.01976529548231226
MeanAbsoluteError value on hold-out data: 0.11732055991888046
Epoch: 19
Loss on hold-out set: 0.019294485378150757
MeanAbsoluteError value on hold-out data: 0.11580934375524521
Epoch: 20
Loss on hold-out set: 0.019195141055836126
MeanAbsoluteError value on hold-out data: 0.11532947421073914
Epoch: 21
Loss on hold-out set: 0.01859707234857174
MeanAbsoluteError value on hold-out data: 0.1138794869184494
Epoch: 22
Loss on hold-out set: 0.017722608593220893
MeanAbsoluteError value on hold-out data: 0.1127711832523346
Epoch: 23
Loss on hold-out set: 0.017550644249870226
MeanAbsoluteError value on hold-out data: 0.11160330474376678
Epoch: 24
Loss on hold-out set: 0.01679089665412903
MeanAbsoluteError value on hold-out data: 0.109044149518013
Epoch: 25
Loss on hold-out set: 0.016588862770451948
MeanAbsoluteError value on hold-out data: 0.10730934143066406
Epoch: 26
Loss on hold-out set: 0.016099010415088672
MeanAbsoluteError value on hold-out data: 0.10562228411436081
Epoch: 27
Loss on hold-out set: 0.015423726290464401
MeanAbsoluteError value on hold-out data: 0.10503865033388138
Epoch: 28
Loss on hold-out set: 0.01550806500017643
MeanAbsoluteError value on hold-out data: 0.10429594665765762
Epoch: 29
Loss on hold-out set: 0.014265036783539332
MeanAbsoluteError value on hold-out data: 0.10155116021633148
Epoch: 30
Loss on hold-out set: 0.013576785693518244
MeanAbsoluteError value on hold-out data: 0.0995781198143959
Epoch: 31
Loss on hold-out set: 0.013510833458545117
MeanAbsoluteError value on hold-out data: 0.09803073108196259
Epoch: 32
Loss on hold-out set: 0.01379466955908216
MeanAbsoluteError value on hold-out data: 0.09544549137353897
Epoch: 33
Loss on hold-out set: 0.012273730351947822
MeanAbsoluteError value on hold-out data: 0.09451363235712051
Epoch: 34
Loss on hold-out set: 0.012081605847924948
MeanAbsoluteError value on hold-out data: 0.09075814485549927
Epoch: 35
Loss on hold-out set: 0.011041287158150226
MeanAbsoluteError value on hold-out data: 0.09051989763975143
Epoch: 36
Loss on hold-out set: 0.010900894036659827
MeanAbsoluteError value on hold-out data: 0.0885506123304367
Epoch: 37
Loss on hold-out set: 0.010249083718428245
MeanAbsoluteError value on hold-out data: 0.08582767844200134
Epoch: 38
Loss on hold-out set: 0.009895995259284973
MeanAbsoluteError value on hold-out data: 0.08397217094898224
Epoch: 39
Loss on hold-out set: 0.009191504357239375
MeanAbsoluteError value on hold-out data: 0.08059950172901154
Epoch: 40
Loss on hold-out set: 0.008680058876052499
MeanAbsoluteError value on hold-out data: 0.07856164872646332
Epoch: 41
Loss on hold-out set: 0.008362686834656276
MeanAbsoluteError value on hold-out data: 0.07772815227508545
Epoch: 42
Loss on hold-out set: 0.007929938343855051
MeanAbsoluteError value on hold-out data: 0.07392721623182297
Epoch: 43
Loss on hold-out set: 0.007160750826677451
MeanAbsoluteError value on hold-out data: 0.07221212238073349
Epoch: 44
Loss on hold-out set: 0.006761627647882471
MeanAbsoluteError value on hold-out data: 0.06965533643960953
Epoch: 45
Loss on hold-out set: 0.006848791255973852
MeanAbsoluteError value on hold-out data: 0.06848827004432678
Epoch: 46
Loss on hold-out set: 0.00603324300251328
MeanAbsoluteError value on hold-out data: 0.06549561023712158
Epoch: 47
Loss on hold-out set: 0.005788568174466491
MeanAbsoluteError value on hold-out data: 0.06332693248987198
Epoch: 48
Loss on hold-out set: 0.005301738766810069
MeanAbsoluteError value on hold-out data: 0.06210579723119736
Epoch: 49
Loss on hold-out set: 0.0050463606066142135
MeanAbsoluteError value on hold-out data: 0.059331703931093216
Epoch: 50
Loss on hold-out set: 0.004680225115197782
MeanAbsoluteError value on hold-out data: 0.058186911046504974
Epoch: 51
Loss on hold-out set: 0.004312880847674723
MeanAbsoluteError value on hold-out data: 0.05561588332056999
Epoch: 52
Loss on hold-out set: 0.004073975930133691
MeanAbsoluteError value on hold-out data: 0.05285809561610222
Epoch: 53
Loss on hold-out set: 0.0037355071399360895
MeanAbsoluteError value on hold-out data: 0.050770897418260574
Epoch: 54
Loss on hold-out set: 0.003641241346485913
MeanAbsoluteError value on hold-out data: 0.048702172935009
Epoch: 55
Loss on hold-out set: 0.0031517103242759523
MeanAbsoluteError value on hold-out data: 0.04653283581137657
Epoch: 56
Loss on hold-out set: 0.0029092271221228517
MeanAbsoluteError value on hold-out data: 0.044598665088415146
Epoch: 57
Loss on hold-out set: 0.00256816793877918
MeanAbsoluteError value on hold-out data: 0.04222870245575905
Epoch: 58
Loss on hold-out set: 0.002351203597544764
MeanAbsoluteError value on hold-out data: 0.03981420397758484
Epoch: 59
Loss on hold-out set: 0.0021034051046276894
MeanAbsoluteError value on hold-out data: 0.03782898560166359
Epoch: 60
Loss on hold-out set: 0.0019246182144762804
MeanAbsoluteError value on hold-out data: 0.035730548202991486
Epoch: 61
Loss on hold-out set: 0.0017437391529361217
MeanAbsoluteError value on hold-out data: 0.03421458601951599
Epoch: 62
Loss on hold-out set: 0.0016677011601411952
MeanAbsoluteError value on hold-out data: 0.03362958878278732
Epoch: 63
Loss on hold-out set: 0.0013905874265429492
MeanAbsoluteError value on hold-out data: 0.030175143852829933
Epoch: 64
Loss on hold-out set: 0.0012988885954165687
MeanAbsoluteError value on hold-out data: 0.028923777863383293
Epoch: 65
Loss on hold-out set: 0.0010837647893752616
MeanAbsoluteError value on hold-out data: 0.026741592213511467
Epoch: 66
Loss on hold-out set: 0.001003340202329967
MeanAbsoluteError value on hold-out data: 0.025002332404255867
Epoch: 67
Loss on hold-out set: 0.0008379252036460317
MeanAbsoluteError value on hold-out data: 0.023462604731321335
Epoch: 68
Loss on hold-out set: 0.000722044476928064
MeanAbsoluteError value on hold-out data: 0.02210446633398533
Epoch: 69
Loss on hold-out set: 0.0006186018491951892
MeanAbsoluteError value on hold-out data: 0.020276878029108047
Epoch: 70
Loss on hold-out set: 0.0005560097801767719
MeanAbsoluteError value on hold-out data: 0.018893571570515633
Epoch: 71
Loss on hold-out set: 0.00046531654795846686
MeanAbsoluteError value on hold-out data: 0.017317630350589752
Epoch: 72
Loss on hold-out set: 0.00040775224736605125
MeanAbsoluteError value on hold-out data: 0.01588863879442215
Epoch: 73
Loss on hold-out set: 0.0003316677556050798
MeanAbsoluteError value on hold-out data: 0.014535307884216309
Epoch: 74
Loss on hold-out set: 0.00026998565926288185
MeanAbsoluteError value on hold-out data: 0.01331349741667509
Epoch: 75
Loss on hold-out set: 0.00022209027688054799
MeanAbsoluteError value on hold-out data: 0.01206440944224596
Epoch: 76
Loss on hold-out set: 0.00018827359039837925
MeanAbsoluteError value on hold-out data: 0.010975574143230915
Epoch: 77
Loss on hold-out set: 0.0001527562837089555
MeanAbsoluteError value on hold-out data: 0.009800254367291927
Epoch: 78
Loss on hold-out set: 0.00011827254107069726
MeanAbsoluteError value on hold-out data: 0.008673605509102345
Epoch: 79
Loss on hold-out set: 0.00010054665276234467
MeanAbsoluteError value on hold-out data: 0.008188941515982151
Epoch: 80
Loss on hold-out set: 7.206017877391647e-05
MeanAbsoluteError value on hold-out data: 0.0067811026237905025
Epoch: 81
Loss on hold-out set: 5.955568541629383e-05
MeanAbsoluteError value on hold-out data: 0.00600726343691349
Epoch: 82
Loss on hold-out set: 4.115200713036197e-05
MeanAbsoluteError value on hold-out data: 0.005099204368889332
Epoch: 83
Loss on hold-out set: 3.0607241289824465e-05
MeanAbsoluteError value on hold-out data: 0.004351036623120308
Epoch: 84
Loss on hold-out set: 3.0398617337386197e-05
MeanAbsoluteError value on hold-out data: 0.004698867443948984
Epoch: 85
Loss on hold-out set: 1.652511897331211e-05
MeanAbsoluteError value on hold-out data: 0.0031283043790608644
Epoch: 86
Loss on hold-out set: 1.1900613921730277e-05
MeanAbsoluteError value on hold-out data: 0.002618176396936178
Epoch: 87
Loss on hold-out set: 8.595707684505145e-06
MeanAbsoluteError value on hold-out data: 0.002366148168221116
Epoch: 88
Loss on hold-out set: 7.539570700688413e-06
MeanAbsoluteError value on hold-out data: 0.0022917159367352724
Epoch: 89
Loss on hold-out set: 4.092874152005466e-06
MeanAbsoluteError value on hold-out data: 0.0015434320084750652
Epoch: 90
Loss on hold-out set: 2.962487301899203e-06
MeanAbsoluteError value on hold-out data: 0.0013243822613731027
Epoch: 91
Loss on hold-out set: 2.1619408021076824e-06
MeanAbsoluteError value on hold-out data: 0.0010689032496884465
Epoch: 92
Loss on hold-out set: 1.998583373873631e-06
MeanAbsoluteError value on hold-out data: 0.0011166601907461882
Epoch: 93
Loss on hold-out set: 1.314485622025621e-06
MeanAbsoluteError value on hold-out data: 0.0008361613727174699
Epoch: 94
Loss on hold-out set: 1.1239082919718594e-06
MeanAbsoluteError value on hold-out data: 0.0008048081654123962
Epoch: 95
Loss on hold-out set: 1.291101640915188e-06
MeanAbsoluteError value on hold-out data: 0.0009147370001301169
Epoch: 96
Loss on hold-out set: 3.398167546737778e-06
MeanAbsoluteError value on hold-out data: 0.0016643318813294172
Epoch: 97
Loss on hold-out set: 7.893157821023614e-07
MeanAbsoluteError value on hold-out data: 0.0006796550587750971
Epoch: 98
Loss on hold-out set: 1.2065852869314908e-06
MeanAbsoluteError value on hold-out data: 0.0008746142848394811
Epoch: 99
Loss on hold-out set: 8.50542416121523e-07
MeanAbsoluteError value on hold-out data: 0.0007098728674463928
Epoch: 100
Loss on hold-out set: 9.077293332036509e-07
MeanAbsoluteError value on hold-out data: 0.0007757246494293213
Epoch: 101
Loss on hold-out set: 7.776019817111563e-07
MeanAbsoluteError value on hold-out data: 0.0006866396870464087
Epoch: 102
Loss on hold-out set: 1.346522209972206e-06
MeanAbsoluteError value on hold-out data: 0.0009750901372171938
Epoch: 103
Loss on hold-out set: 7.604074050085238e-07
MeanAbsoluteError value on hold-out data: 0.000723102071788162
Epoch: 104
Loss on hold-out set: 7.571669617443779e-07
MeanAbsoluteError value on hold-out data: 0.0006832911167293787
Epoch: 105
Loss on hold-out set: 7.360600788020887e-07
MeanAbsoluteError value on hold-out data: 0.0006859957939013839
Epoch: 106
Loss on hold-out set: 2.8011011793821058e-06
MeanAbsoluteError value on hold-out data: 0.00148683728184551
Epoch: 107
Loss on hold-out set: 6.563547222308093e-07
MeanAbsoluteError value on hold-out data: 0.0006584030343219638
Epoch: 108
Loss on hold-out set: 7.079017074409841e-07
MeanAbsoluteError value on hold-out data: 0.0006492118700407445
Epoch: 109
Loss on hold-out set: 1.165571850728716e-06
MeanAbsoluteError value on hold-out data: 0.0008827531128190458
Epoch: 110
Loss on hold-out set: 1.6992343472128805e-06
MeanAbsoluteError value on hold-out data: 0.001092360820621252
Epoch: 111
Loss on hold-out set: 6.679845971400657e-07
MeanAbsoluteError value on hold-out data: 0.0006467378116212785
Epoch: 112
Loss on hold-out set: 6.377080202705306e-07
MeanAbsoluteError value on hold-out data: 0.00065019098110497
Epoch: 113
Loss on hold-out set: 8.588632366669257e-07
MeanAbsoluteError value on hold-out data: 0.000744550081435591
Epoch: 114
Loss on hold-out set: 5.917350023310064e-07
MeanAbsoluteError value on hold-out data: 0.0006261678063310683
Epoch: 115
Loss on hold-out set: 1.0956055405131337e-06
MeanAbsoluteError value on hold-out data: 0.0008512432686984539
Epoch: 116
Loss on hold-out set: 7.050081609787202e-07
MeanAbsoluteError value on hold-out data: 0.0007023534271866083
Epoch: 117
Loss on hold-out set: 1.124075236720483e-06
MeanAbsoluteError value on hold-out data: 0.0009009012719616294
Epoch: 118
Loss on hold-out set: 1.7885347854364506e-06
MeanAbsoluteError value on hold-out data: 0.001146047725342214
Epoch: 119
Loss on hold-out set: 6.095491537157964e-07
MeanAbsoluteError value on hold-out data: 0.0006461580051109195
Epoch: 120
Loss on hold-out set: 2.0400557682128588e-06
MeanAbsoluteError value on hold-out data: 0.001230320893228054
Epoch: 121
Loss on hold-out set: 7.097108716782084e-07
MeanAbsoluteError value on hold-out data: 0.0006422166479751468
Epoch: 122
Loss on hold-out set: 6.807864587279674e-07
MeanAbsoluteError value on hold-out data: 0.0006275716586969793
Epoch: 123
Loss on hold-out set: 6.483499128342793e-07
MeanAbsoluteError value on hold-out data: 0.0006314220954664052
Epoch: 124
Loss on hold-out set: 1.6183994550654181e-06
MeanAbsoluteError value on hold-out data: 0.001074957544915378
Epoch: 125
Loss on hold-out set: 1.7730898207446444e-06
MeanAbsoluteError value on hold-out data: 0.0011373471934348345
Epoch: 126
Loss on hold-out set: 8.036941942726536e-07
MeanAbsoluteError value on hold-out data: 0.0007554261246696115
Epoch: 127
Loss on hold-out set: 1.0889126717581978e-06
MeanAbsoluteError value on hold-out data: 0.0008852622122503817
Epoch: 128
Loss on hold-out set: 5.726527179971387e-07
MeanAbsoluteError value on hold-out data: 0.0006111976690590382
Epoch: 129
Loss on hold-out set: 8.934857847774625e-07
MeanAbsoluteError value on hold-out data: 0.000755359826143831
Epoch: 130
Loss on hold-out set: 1.3691559891307966e-06
MeanAbsoluteError value on hold-out data: 0.0009607225656509399
Epoch: 131
Loss on hold-out set: 7.760240346390044e-07
MeanAbsoluteError value on hold-out data: 0.0006792072672396898
Epoch: 132
Loss on hold-out set: 1.1564509131508553e-06
MeanAbsoluteError value on hold-out data: 0.0008756348397582769
Epoch: 133
Loss on hold-out set: 6.50639359142028e-07
MeanAbsoluteError value on hold-out data: 0.0006222921656444669
Epoch: 134
Loss on hold-out set: 1.539969297517438e-06
MeanAbsoluteError value on hold-out data: 0.0010249860351905227
Epoch: 135
Loss on hold-out set: 9.594606791114738e-07
MeanAbsoluteError value on hold-out data: 0.0007730919169262052
Epoch: 136
Loss on hold-out set: 6.357677915065534e-07
MeanAbsoluteError value on hold-out data: 0.0006113797426223755
Epoch: 137
Loss on hold-out set: 1.072245849032837e-06
MeanAbsoluteError value on hold-out data: 0.0008165618637576699
Epoch: 138
Loss on hold-out set: 5.887310823464549e-07
MeanAbsoluteError value on hold-out data: 0.0006282890099100769
Epoch: 139
Loss on hold-out set: 1.3886460386367196e-06
MeanAbsoluteError value on hold-out data: 0.0009980532340705395
Epoch: 140
Loss on hold-out set: 6.444683829333651e-07
MeanAbsoluteError value on hold-out data: 0.0006629845593124628
Epoch: 141
Loss on hold-out set: 5.637787300936627e-07
MeanAbsoluteError value on hold-out data: 0.0006098920130170882
Epoch: 142
Loss on hold-out set: 7.219192945320593e-07
MeanAbsoluteError value on hold-out data: 0.0007147973519749939
Epoch: 143
Loss on hold-out set: 6.761509325770021e-07
MeanAbsoluteError value on hold-out data: 0.0006247958517633379
Epoch: 144
Loss on hold-out set: 5.8405528809894e-07
MeanAbsoluteError value on hold-out data: 0.0006176929455250502
Epoch: 145
Loss on hold-out set: 6.775227391769406e-07
MeanAbsoluteError value on hold-out data: 0.0006792928325012326
Epoch: 146
Loss on hold-out set: 7.548691660129127e-07
MeanAbsoluteError value on hold-out data: 0.0007318386342376471
Epoch: 147
Loss on hold-out set: 6.648965281258895e-07
MeanAbsoluteError value on hold-out data: 0.0006286177085712552
Epoch: 148
Loss on hold-out set: 1.3694486409139454e-06
MeanAbsoluteError value on hold-out data: 0.0009537206497043371
Epoch: 149
Loss on hold-out set: 2.002055579781042e-06
MeanAbsoluteError value on hold-out data: 0.0011927946470677853
Epoch: 150
Loss on hold-out set: 6.168564211223454e-07
MeanAbsoluteError value on hold-out data: 0.0006198337650857866
Epoch: 151
Loss on hold-out set: 6.523857277985511e-07
MeanAbsoluteError value on hold-out data: 0.0006388511974364519
Epoch: 152
Loss on hold-out set: 8.505179187942794e-07
MeanAbsoluteError value on hold-out data: 0.0007576157222501934
Epoch: 153
Loss on hold-out set: 6.279103366488506e-07
MeanAbsoluteError value on hold-out data: 0.0006221727817319334
Epoch: 154
Loss on hold-out set: 8.320661580595557e-07
MeanAbsoluteError value on hold-out data: 0.0007664261502213776
Epoch: 155
Loss on hold-out set: 7.076142065460982e-07
MeanAbsoluteError value on hold-out data: 0.0006971795810386539
Epoch: 156
Loss on hold-out set: 6.96903946106886e-07
MeanAbsoluteError value on hold-out data: 0.0006628991686739028
Epoch: 157
Loss on hold-out set: 6.423528108056277e-07
MeanAbsoluteError value on hold-out data: 0.0006206889520399272
Epoch: 158
Loss on hold-out set: 5.85200226055349e-07
MeanAbsoluteError value on hold-out data: 0.000624463427811861
Epoch: 159
Loss on hold-out set: 1.6337923030872703e-06
MeanAbsoluteError value on hold-out data: 0.0010934642050415277
Epoch: 160
Loss on hold-out set: 2.1758086964277586e-06
MeanAbsoluteError value on hold-out data: 0.001277406234294176
Epoch: 161
Loss on hold-out set: 5.913144495759927e-07
MeanAbsoluteError value on hold-out data: 0.0006166875245980918
Epoch: 162
Loss on hold-out set: 1.0085461125387296e-06
MeanAbsoluteError value on hold-out data: 0.0007528123096562922
Epoch: 163
Loss on hold-out set: 5.932650664747669e-07
MeanAbsoluteError value on hold-out data: 0.0006274271290749311
Epoch: 164
Loss on hold-out set: 5.507011287328659e-07
MeanAbsoluteError value on hold-out data: 0.0006031012744642794
Epoch: 165
Loss on hold-out set: 5.652051238659903e-07
MeanAbsoluteError value on hold-out data: 0.0006032141973264515
Epoch: 166
Loss on hold-out set: 9.047220736682413e-07
MeanAbsoluteError value on hold-out data: 0.0007834772695787251
Epoch: 167
Loss on hold-out set: 6.892892612925677e-07
MeanAbsoluteError value on hold-out data: 0.000687312800437212
Epoch: 168
Loss on hold-out set: 7.979020477495607e-07
MeanAbsoluteError value on hold-out data: 0.000694689282681793
Epoch: 169
Loss on hold-out set: 6.338613397579488e-07
MeanAbsoluteError value on hold-out data: 0.0006117068114690483
Epoch: 170
Loss on hold-out set: 8.98060351827413e-07
MeanAbsoluteError value on hold-out data: 0.0007306013721972704
Epoch: 171
Loss on hold-out set: 6.254095935149123e-07
MeanAbsoluteError value on hold-out data: 0.0006299740052781999
Epoch: 172
Loss on hold-out set: 1.01956407241652e-06
MeanAbsoluteError value on hold-out data: 0.000808119191788137
Epoch: 173
Loss on hold-out set: 3.638185174937602e-06
MeanAbsoluteError value on hold-out data: 0.001761069637723267
Epoch: 174
Loss on hold-out set: 6.658858506643111e-07
MeanAbsoluteError value on hold-out data: 0.0006382866413332522
Epoch: 175
Loss on hold-out set: 7.12135574714851e-07
MeanAbsoluteError value on hold-out data: 0.0006646685069426894
Epoch: 176
Loss on hold-out set: 5.832705242552877e-07
MeanAbsoluteError value on hold-out data: 0.0006070831441320479
Epoch: 177
Loss on hold-out set: 8.344405699745039e-07
MeanAbsoluteError value on hold-out data: 0.0007556313066743314
Epoch: 178
Loss on hold-out set: 6.14057989003833e-07
MeanAbsoluteError value on hold-out data: 0.000632078037597239
Epoch: 179
Loss on hold-out set: 8.638229714436491e-07
MeanAbsoluteError value on hold-out data: 0.0007273709634318948
Epoch: 180
Loss on hold-out set: 8.67276176345163e-07
MeanAbsoluteError value on hold-out data: 0.0007872945279814303
Epoch: 181
Loss on hold-out set: 6.263688775858939e-07
MeanAbsoluteError value on hold-out data: 0.0006178442854434252
Epoch: 182
Loss on hold-out set: 6.639881068902189e-07
MeanAbsoluteError value on hold-out data: 0.0006716519710607827
Epoch: 183
Loss on hold-out set: 2.654065234799838e-06
MeanAbsoluteError value on hold-out data: 0.0014656638959422708
Epoch: 184
Loss on hold-out set: 6.205095541662769e-07
MeanAbsoluteError value on hold-out data: 0.0006244388059712946
Epoch: 185
Loss on hold-out set: 1.8321693197811749e-06
MeanAbsoluteError value on hold-out data: 0.001149826217442751
Epoch: 186
Loss on hold-out set: 8.665710402930507e-07
MeanAbsoluteError value on hold-out data: 0.0007621115655638278
Epoch: 187
Loss on hold-out set: 7.842137655153728e-07
MeanAbsoluteError value on hold-out data: 0.0006748493178747594
Epoch: 188
Loss on hold-out set: 8.143070671779312e-07
MeanAbsoluteError value on hold-out data: 0.0006961737526580691
Epoch: 189
Loss on hold-out set: 6.312119510836894e-07
MeanAbsoluteError value on hold-out data: 0.0006460241856984794
Epoch: 190
Loss on hold-out set: 6.313366633583847e-07
MeanAbsoluteError value on hold-out data: 0.000636449025478214
Epoch: 191
Loss on hold-out set: 6.016498511703853e-07
MeanAbsoluteError value on hold-out data: 0.0006362384301610291
Epoch: 192
Loss on hold-out set: 1.5341239313434366e-06
MeanAbsoluteError value on hold-out data: 0.0010370706440880895
Epoch: 193
Loss on hold-out set: 2.029412393347649e-06
MeanAbsoluteError value on hold-out data: 0.0012143232161179185
Epoch: 194
Loss on hold-out set: 6.264141828838686e-07
MeanAbsoluteError value on hold-out data: 0.0006298776133917272
Epoch: 195
Loss on hold-out set: 6.872036565779965e-07
MeanAbsoluteError value on hold-out data: 0.0006604415248148143
Epoch: 196
Loss on hold-out set: 1.0479420146006864e-06
MeanAbsoluteError value on hold-out data: 0.0008685492211952806
Epoch: 197
Loss on hold-out set: 1.6078034132778366e-06
MeanAbsoluteError value on hold-out data: 0.0010373725090175867
Epoch: 198
Loss on hold-out set: 7.696877096700168e-07
MeanAbsoluteError value on hold-out data: 0.0007259778794832528
Epoch: 199
Loss on hold-out set: 6.966602862453678e-07
MeanAbsoluteError value on hold-out data: 0.0007040612399578094
Epoch: 200
Loss on hold-out set: 6.760592375835236e-07
MeanAbsoluteError value on hold-out data: 0.0006499678129330277
Epoch: 201
Loss on hold-out set: 2.2877069516023485e-06
MeanAbsoluteError value on hold-out data: 0.0013230026233941317
Epoch: 202
Loss on hold-out set: 9.180127995897727e-07
MeanAbsoluteError value on hold-out data: 0.000749792146962136
Epoch: 203
Loss on hold-out set: 7.196242458681249e-07
MeanAbsoluteError value on hold-out data: 0.0006920233136042953
Epoch: 204
Loss on hold-out set: 1.6716896311663731e-06
MeanAbsoluteError value on hold-out data: 0.00107027858030051
Epoch: 205
Loss on hold-out set: 5.823614689968683e-07
MeanAbsoluteError value on hold-out data: 0.0006243588286451995
Epoch: 206
Loss on hold-out set: 7.653906882646529e-07
MeanAbsoluteError value on hold-out data: 0.0007319924188777804
Epoch: 207
Loss on hold-out set: 1.1309064645432115e-06
MeanAbsoluteError value on hold-out data: 0.0008593919919803739
Epoch: 208
Loss on hold-out set: 5.983567413855221e-07
MeanAbsoluteError value on hold-out data: 0.0006382377468980849
Epoch: 209
Loss on hold-out set: 6.128788061669883e-07
MeanAbsoluteError value on hold-out data: 0.000638170400634408
Epoch: 210
Loss on hold-out set: 1.2711880073696263e-06
MeanAbsoluteError value on hold-out data: 0.0009329032618552446
Epoch: 211
Loss on hold-out set: 2.3247806404050116e-06
MeanAbsoluteError value on hold-out data: 0.0013253404758870602
Epoch: 212
Loss on hold-out set: 8.66644439904226e-07
MeanAbsoluteError value on hold-out data: 0.0007386492216028273
Epoch: 213
Loss on hold-out set: 5.70539630582691e-07
MeanAbsoluteError value on hold-out data: 0.0006008507334627211
Epoch: 214
Loss on hold-out set: 6.760205490781328e-07
MeanAbsoluteError value on hold-out data: 0.0006680758087895811
Epoch: 215
Loss on hold-out set: 5.914713549023313e-07
MeanAbsoluteError value on hold-out data: 0.0006232564337551594
Epoch: 216
Loss on hold-out set: 8.450984803578019e-07
MeanAbsoluteError value on hold-out data: 0.0007127928547561169
Epoch: 217
Loss on hold-out set: 7.369036460694098e-07
MeanAbsoluteError value on hold-out data: 0.000668110849801451
Epoch: 218
Loss on hold-out set: 1.3262690441269324e-06
MeanAbsoluteError value on hold-out data: 0.0009623010409995914
Epoch: 219
Loss on hold-out set: 6.09796163513028e-07
MeanAbsoluteError value on hold-out data: 0.0006300507229752839
Epoch: 220
Loss on hold-out set: 1.575569771060915e-06
MeanAbsoluteError value on hold-out data: 0.0010532495798543096
Epoch: 221
Loss on hold-out set: 6.796725791411098e-07
MeanAbsoluteError value on hold-out data: 0.0006435777177102864
Epoch: 222
Loss on hold-out set: 6.904845428415193e-07
MeanAbsoluteError value on hold-out data: 0.0006718654767610133
Epoch: 223
Loss on hold-out set: 9.030578710805387e-07
MeanAbsoluteError value on hold-out data: 0.0006979482132010162
Epoch: 224
Loss on hold-out set: 1.5205690715447417e-06
MeanAbsoluteError value on hold-out data: 0.0010215297807008028
Epoch: 225
Loss on hold-out set: 6.947743276424052e-07
MeanAbsoluteError value on hold-out data: 0.0006681191734969616
Epoch: 226
Loss on hold-out set: 9.730609830372628e-07
MeanAbsoluteError value on hold-out data: 0.0007881993078626692
Epoch: 227
Loss on hold-out set: 5.99023512502474e-07
MeanAbsoluteError value on hold-out data: 0.0006298527005128562
Epoch: 228
Loss on hold-out set: 9.62847270084939e-07
MeanAbsoluteError value on hold-out data: 0.0008186125778593123
Epoch: 229
Loss on hold-out set: 8.450724045325422e-07
MeanAbsoluteError value on hold-out data: 0.0007799920276738703
Epoch: 230
Loss on hold-out set: 1.871153083007252e-06
MeanAbsoluteError value on hold-out data: 0.0011826438130810857
Epoch: 231
Loss on hold-out set: 7.048845352878393e-07
MeanAbsoluteError value on hold-out data: 0.0006999939796514809
Epoch: 232
Loss on hold-out set: 8.86617961817557e-07
MeanAbsoluteError value on hold-out data: 0.0007245810120366514
Epoch: 233
Loss on hold-out set: 1.5445529453035515e-06
MeanAbsoluteError value on hold-out data: 0.0010637397645041347
Epoch: 234
Loss on hold-out set: 6.055175287673802e-07
MeanAbsoluteError value on hold-out data: 0.0006348834722302854
Epoch: 235
Loss on hold-out set: 5.998071788308852e-07
MeanAbsoluteError value on hold-out data: 0.0006234750035218894
Epoch: 236
Loss on hold-out set: 9.56790142499113e-07
MeanAbsoluteError value on hold-out data: 0.0008152882801368833
Epoch: 237
Loss on hold-out set: 7.61681961263933e-07
MeanAbsoluteError value on hold-out data: 0.0006744462298229337
Epoch: 238
Loss on hold-out set: 6.824456481633836e-07
MeanAbsoluteError value on hold-out data: 0.0006768858293071389
Epoch: 239
Loss on hold-out set: 1.3166017669601179e-06
MeanAbsoluteError value on hold-out data: 0.0009380116825923324
Epoch: 240
Loss on hold-out set: 8.149552614283423e-07
MeanAbsoluteError value on hold-out data: 0.0006903497851453722
Epoch: 241
Loss on hold-out set: 9.144915443707409e-07
MeanAbsoluteError value on hold-out data: 0.0007756408886052668
Epoch: 242
Loss on hold-out set: 6.200544056320304e-07
MeanAbsoluteError value on hold-out data: 0.0006316298386082053
Epoch: 243
Loss on hold-out set: 6.433090635919842e-07
MeanAbsoluteError value on hold-out data: 0.0006660698563791811
Epoch: 244
Loss on hold-out set: 7.439410405997758e-07
MeanAbsoluteError value on hold-out data: 0.0007154925260692835
Epoch: 245
Loss on hold-out set: 7.706722027041206e-07
MeanAbsoluteError value on hold-out data: 0.0007180592510849237
Epoch: 246
Loss on hold-out set: 8.075599217031245e-07
MeanAbsoluteError value on hold-out data: 0.000681375851854682
Epoch: 247
Loss on hold-out set: 6.391705730161098e-07
MeanAbsoluteError value on hold-out data: 0.0006686529377475381
Epoch: 248
Loss on hold-out set: 6.453388458829487e-07
MeanAbsoluteError value on hold-out data: 0.0006521163741126657
Epoch: 249
Loss on hold-out set: 9.424215735319964e-07
MeanAbsoluteError value on hold-out data: 0.0008093068026937544
Epoch: 250
Loss on hold-out set: 6.194543315219702e-07
MeanAbsoluteError value on hold-out data: 0.0006219323258846998
Epoch: 251
Loss on hold-out set: 5.712624827608054e-06
MeanAbsoluteError value on hold-out data: 0.0022566309198737144
Epoch: 252
Loss on hold-out set: 5.792691771725563e-07
MeanAbsoluteError value on hold-out data: 0.0006208589766174555
Epoch: 253
Loss on hold-out set: 1.3725596309436346e-06
MeanAbsoluteError value on hold-out data: 0.0009662897791713476
Epoch: 254
Loss on hold-out set: 6.468821561830177e-07
MeanAbsoluteError value on hold-out data: 0.0006262739188969135
Epoch: 255
Loss on hold-out set: 1.1914872354387066e-06
MeanAbsoluteError value on hold-out data: 0.000917947618290782
Epoch: 256
Loss on hold-out set: 9.759035868648005e-07
MeanAbsoluteError value on hold-out data: 0.0008179303840734065
Epoch: 257
Loss on hold-out set: 7.200168458719138e-07
MeanAbsoluteError value on hold-out data: 0.0006869437056593597
Epoch: 258
Loss on hold-out set: 1.1633447714897416e-06
MeanAbsoluteError value on hold-out data: 0.0008299627806991339
Epoch: 259
Loss on hold-out set: 6.845737630101212e-07
MeanAbsoluteError value on hold-out data: 0.0006445454200729728
Epoch: 260
Loss on hold-out set: 5.71476393728377e-07
MeanAbsoluteError value on hold-out data: 0.0006092946277931333
Epoch: 261
Loss on hold-out set: 1.2597105078034824e-06
MeanAbsoluteError value on hold-out data: 0.0009132525301538408
Epoch: 262
Loss on hold-out set: 9.623177211674024e-07
MeanAbsoluteError value on hold-out data: 0.0007891313871368766
Epoch: 263
Loss on hold-out set: 1.3046515444050153e-06
MeanAbsoluteError value on hold-out data: 0.0009036519913934171
Epoch: 264
Loss on hold-out set: 3.4841315954718784e-06
MeanAbsoluteError value on hold-out data: 0.0017201618757098913
Epoch: 265
Loss on hold-out set: 1.964567677357711e-06
MeanAbsoluteError value on hold-out data: 0.0011732132406905293
Epoch: 266
Loss on hold-out set: 8.582317347050915e-07
MeanAbsoluteError value on hold-out data: 0.0007557408534921706
Epoch: 267
Loss on hold-out set: 6.414146954424583e-07
MeanAbsoluteError value on hold-out data: 0.0006262129754759371
Epoch: 268
Loss on hold-out set: 6.016019868254191e-07
MeanAbsoluteError value on hold-out data: 0.000627156812697649
Epoch: 269
Loss on hold-out set: 1.2678680762362021e-06
MeanAbsoluteError value on hold-out data: 0.000947351916693151
Epoch: 270
Loss on hold-out set: 7.164692590322375e-07
MeanAbsoluteError value on hold-out data: 0.0007060715579427779
Epoch: 271
Loss on hold-out set: 7.910045842261472e-07
MeanAbsoluteError value on hold-out data: 0.0006868234486319125
Epoch: 272
Loss on hold-out set: 1.0483737742543572e-06
MeanAbsoluteError value on hold-out data: 0.0008420346421189606
Epoch: 273
Loss on hold-out set: 1.067154339186625e-06
MeanAbsoluteError value on hold-out data: 0.0008406075648963451
Epoch: 274
Loss on hold-out set: 6.582598479973548e-07
MeanAbsoluteError value on hold-out data: 0.0006433686357922852
Epoch: 275
Loss on hold-out set: 6.299339907820048e-07
MeanAbsoluteError value on hold-out data: 0.0006457304698415101
Epoch: 276
Loss on hold-out set: 2.2492585965385215e-06
MeanAbsoluteError value on hold-out data: 0.0013177100336179137
Epoch: 277
Loss on hold-out set: 2.5764741429576625e-06
MeanAbsoluteError value on hold-out data: 0.0014219707809388638
Epoch: 278
Loss on hold-out set: 1.4078104781079814e-06
MeanAbsoluteError value on hold-out data: 0.0010046032257378101
Epoch: 279
Loss on hold-out set: 7.797613910462622e-07
MeanAbsoluteError value on hold-out data: 0.0006995332078076899
Epoch: 280
Loss on hold-out set: 8.274328334979285e-07
MeanAbsoluteError value on hold-out data: 0.0006913566612638533
Epoch: 281
Loss on hold-out set: 8.442184742727057e-07
MeanAbsoluteError value on hold-out data: 0.0006829058984294534
Epoch: 282
Loss on hold-out set: 6.085186940324022e-07
MeanAbsoluteError value on hold-out data: 0.0006370253977365792
Epoch: 283
Loss on hold-out set: 2.133020433785322e-06
MeanAbsoluteError value on hold-out data: 0.0012845105957239866
Epoch: 284
Loss on hold-out set: 7.244187532233599e-07
MeanAbsoluteError value on hold-out data: 0.0007005600491538644
Epoch: 285
Loss on hold-out set: 8.882567586764568e-07
MeanAbsoluteError value on hold-out data: 0.000721380696631968
Epoch: 286
Loss on hold-out set: 6.668403325595416e-07
MeanAbsoluteError value on hold-out data: 0.0006698383367620409
Epoch: 287
Loss on hold-out set: 6.109121629768092e-07
MeanAbsoluteError value on hold-out data: 0.0006317596416920424
Epoch: 288
Loss on hold-out set: 7.653826706097369e-07
MeanAbsoluteError value on hold-out data: 0.0006951498799026012
Epoch: 289
Loss on hold-out set: 7.015219234919921e-07
MeanAbsoluteError value on hold-out data: 0.0006864605820737779
Epoch: 290
Loss on hold-out set: 2.5580636702215998e-06
MeanAbsoluteError value on hold-out data: 0.001423802343197167
Epoch: 291
Loss on hold-out set: 1.1004902157415368e-06
MeanAbsoluteError value on hold-out data: 0.0008881401736289263
Epoch: 292
Loss on hold-out set: 9.484744094396984e-07
MeanAbsoluteError value on hold-out data: 0.0008128610206767917
Early stopping at epoch 291
Fold: 2
Epoch: 1
Loss on hold-out set: 0.047945390383784585
MeanAbsoluteError value on hold-out data: 0.1783013790845871
Epoch: 2
Loss on hold-out set: 0.020638847795243446
MeanAbsoluteError value on hold-out data: 0.11664984375238419
Epoch: 3
Loss on hold-out set: 0.02349293826577755
MeanAbsoluteError value on hold-out data: 0.11544626206159592
Epoch: 4
Loss on hold-out set: 0.019997126816843565
MeanAbsoluteError value on hold-out data: 0.11345141381025314
Epoch: 5
Loss on hold-out set: 0.02095620405788605
MeanAbsoluteError value on hold-out data: 0.11010906845331192
Epoch: 6
Loss on hold-out set: 0.01849193573714449
MeanAbsoluteError value on hold-out data: 0.10795295983552933
Epoch: 7
Loss on hold-out set: 0.017655845409115918
MeanAbsoluteError value on hold-out data: 0.10592660307884216
Epoch: 8
Loss on hold-out set: 0.01712769803662713
MeanAbsoluteError value on hold-out data: 0.10389136523008347
Epoch: 9
Loss on hold-out set: 0.01819800381333782
MeanAbsoluteError value on hold-out data: 0.10303165763616562
Epoch: 10
Loss on hold-out set: 0.016798019839020874
MeanAbsoluteError value on hold-out data: 0.10108756273984909
Epoch: 11
Loss on hold-out set: 0.015857454854995012
MeanAbsoluteError value on hold-out data: 0.09945325553417206
Epoch: 12
Loss on hold-out set: 0.015863781239694126
MeanAbsoluteError value on hold-out data: 0.09782948344945908
Epoch: 13
Loss on hold-out set: 0.015446999432662359
MeanAbsoluteError value on hold-out data: 0.09645213931798935
Epoch: 14
Loss on hold-out set: 0.015590293512034874
MeanAbsoluteError value on hold-out data: 0.0956050306558609
Epoch: 15
Loss on hold-out set: 0.014465497735028084
MeanAbsoluteError value on hold-out data: 0.0937262699007988
Epoch: 16
Loss on hold-out set: 0.014005319537738195
MeanAbsoluteError value on hold-out data: 0.092458575963974
Epoch: 17
Loss on hold-out set: 0.013744566983614977
MeanAbsoluteError value on hold-out data: 0.09103193879127502
Epoch: 18
Loss on hold-out set: 0.013140298426151276
MeanAbsoluteError value on hold-out data: 0.09013441950082779
Epoch: 19
Loss on hold-out set: 0.013253254565195395
MeanAbsoluteError value on hold-out data: 0.08806516975164413
Epoch: 20
Loss on hold-out set: 0.012792995611492258
MeanAbsoluteError value on hold-out data: 0.08678033202886581
Epoch: 21
Loss on hold-out set: 0.011754258177601375
MeanAbsoluteError value on hold-out data: 0.08504746109247208
Epoch: 22
Loss on hold-out set: 0.01163986993308824
MeanAbsoluteError value on hold-out data: 0.08324016630649567
Epoch: 23
Loss on hold-out set: 0.0114769244279999
MeanAbsoluteError value on hold-out data: 0.08172067999839783
Epoch: 24
Loss on hold-out set: 0.011197867874915782
MeanAbsoluteError value on hold-out data: 0.0799126848578453
Epoch: 25
Loss on hold-out set: 0.010543849901296198
MeanAbsoluteError value on hold-out data: 0.07809702306985855
Epoch: 26
Loss on hold-out set: 0.009603344127894022
MeanAbsoluteError value on hold-out data: 0.07659219950437546
Epoch: 27
Loss on hold-out set: 0.009510053017248329
MeanAbsoluteError value on hold-out data: 0.07507038116455078
Epoch: 28
Loss on hold-out set: 0.009169709456797976
MeanAbsoluteError value on hold-out data: 0.07268046587705612
Epoch: 29
Loss on hold-out set: 0.008528648544317828
MeanAbsoluteError value on hold-out data: 0.07102905213832855
Epoch: 30
Loss on hold-out set: 0.008366768749860616
MeanAbsoluteError value on hold-out data: 0.06947854906320572
Epoch: 31
Loss on hold-out set: 0.007876652077986645
MeanAbsoluteError value on hold-out data: 0.06754150986671448
Epoch: 32
Loss on hold-out set: 0.007269179493260498
MeanAbsoluteError value on hold-out data: 0.0658412054181099
Epoch: 33
Loss on hold-out set: 0.006993715400592639
MeanAbsoluteError value on hold-out data: 0.06445358693599701
Epoch: 34
Loss on hold-out set: 0.006819558867181723
MeanAbsoluteError value on hold-out data: 0.06193333491683006
Epoch: 35
Loss on hold-out set: 0.006523862687082818
MeanAbsoluteError value on hold-out data: 0.061172403395175934
Epoch: 36
Loss on hold-out set: 0.00615426236226295
MeanAbsoluteError value on hold-out data: 0.058678194880485535
Epoch: 37
Loss on hold-out set: 0.005718507812931561
MeanAbsoluteError value on hold-out data: 0.057490501552820206
Epoch: 38
Loss on hold-out set: 0.005550567911436351
MeanAbsoluteError value on hold-out data: 0.055481184273958206
Epoch: 39
Loss on hold-out set: 0.005301348327730711
MeanAbsoluteError value on hold-out data: 0.05379616096615791
Epoch: 40
Loss on hold-out set: 0.004668754480707531
MeanAbsoluteError value on hold-out data: 0.05240769684314728
Epoch: 41
Loss on hold-out set: 0.00436155480117752
MeanAbsoluteError value on hold-out data: 0.05085461586713791
Epoch: 42
Loss on hold-out set: 0.004245960690940802
MeanAbsoluteError value on hold-out data: 0.049833547323942184
Epoch: 43
Loss on hold-out set: 0.0040323349396483256
MeanAbsoluteError value on hold-out data: 0.047974199056625366
Epoch: 44
Loss on hold-out set: 0.003757696545038086
MeanAbsoluteError value on hold-out data: 0.047048959881067276
Epoch: 45
Loss on hold-out set: 0.0033681335805270532
MeanAbsoluteError value on hold-out data: 0.04538837447762489
Epoch: 46
Loss on hold-out set: 0.0033730933568082177
MeanAbsoluteError value on hold-out data: 0.04391658306121826
Epoch: 47
Loss on hold-out set: 0.002934095019904467
MeanAbsoluteError value on hold-out data: 0.04208318889141083
Epoch: 48
Loss on hold-out set: 0.0028111575386272026
MeanAbsoluteError value on hold-out data: 0.0406213141977787
Epoch: 49
Loss on hold-out set: 0.002748827073866358
MeanAbsoluteError value on hold-out data: 0.04027191549539566
Epoch: 50
Loss on hold-out set: 0.00250983842012759
MeanAbsoluteError value on hold-out data: 0.03930192068219185
Epoch: 51
Loss on hold-out set: 0.002237437539196645
MeanAbsoluteError value on hold-out data: 0.03664100542664528
Epoch: 52
Loss on hold-out set: 0.0020552050510349753
MeanAbsoluteError value on hold-out data: 0.03516608476638794
Epoch: 53
Loss on hold-out set: 0.0019264364606127716
MeanAbsoluteError value on hold-out data: 0.033980842679739
Epoch: 54
Loss on hold-out set: 0.0017824004395291782
MeanAbsoluteError value on hold-out data: 0.0325620137155056
Epoch: 55
Loss on hold-out set: 0.0015838005974029119
MeanAbsoluteError value on hold-out data: 0.03111322969198227
Epoch: 56
Loss on hold-out set: 0.0014385850361297624
MeanAbsoluteError value on hold-out data: 0.029630441218614578
Epoch: 57
Loss on hold-out set: 0.0013946706514196615
MeanAbsoluteError value on hold-out data: 0.02966098114848137
Epoch: 58
Loss on hold-out set: 0.0011803682416659566
MeanAbsoluteError value on hold-out data: 0.02756936475634575
Epoch: 59
Loss on hold-out set: 0.0010511466288545097
MeanAbsoluteError value on hold-out data: 0.02546306885778904
Epoch: 60
Loss on hold-out set: 0.0009317488852852526
MeanAbsoluteError value on hold-out data: 0.024096958339214325
Epoch: 61
Loss on hold-out set: 0.0008598355343565345
MeanAbsoluteError value on hold-out data: 0.022766686975955963
Epoch: 62
Loss on hold-out set: 0.0007146143616409972
MeanAbsoluteError value on hold-out data: 0.021498026326298714
Epoch: 63
Loss on hold-out set: 0.0006528715770960284
MeanAbsoluteError value on hold-out data: 0.020282892510294914
Epoch: 64
Loss on hold-out set: 0.0005390025661864246
MeanAbsoluteError value on hold-out data: 0.01891087368130684
Epoch: 65
Loss on hold-out set: 0.0004957656083906142
MeanAbsoluteError value on hold-out data: 0.01747911050915718
Epoch: 66
Loss on hold-out set: 0.00041300771072900924
MeanAbsoluteError value on hold-out data: 0.01640537567436695
Epoch: 67
Loss on hold-out set: 0.00034442189420448046
MeanAbsoluteError value on hold-out data: 0.015038588084280491
Epoch: 68
Loss on hold-out set: 0.0002990362000463602
MeanAbsoluteError value on hold-out data: 0.013780806213617325
Epoch: 69
Loss on hold-out set: 0.00026082840318290086
MeanAbsoluteError value on hold-out data: 0.012878289446234703
Epoch: 70
Loss on hold-out set: 0.00021797383110074757
MeanAbsoluteError value on hold-out data: 0.011576278135180473
Epoch: 71
Loss on hold-out set: 0.0001733779060417034
MeanAbsoluteError value on hold-out data: 0.010436229407787323
Epoch: 72
Loss on hold-out set: 0.00013780857625533827
MeanAbsoluteError value on hold-out data: 0.009490966796875
Epoch: 73
Loss on hold-out set: 0.00011581146295961495
MeanAbsoluteError value on hold-out data: 0.008374485187232494
Epoch: 74
Loss on hold-out set: 9.919790206297945e-05
MeanAbsoluteError value on hold-out data: 0.007731384132057428
Epoch: 75
Loss on hold-out set: 8.279961282544088e-05
MeanAbsoluteError value on hold-out data: 0.006697325501590967
Epoch: 76
Loss on hold-out set: 6.704166762224653e-05
MeanAbsoluteError value on hold-out data: 0.006194087211042643
Epoch: 77
Loss on hold-out set: 4.795055778791161e-05
MeanAbsoluteError value on hold-out data: 0.005072940606623888
Epoch: 78
Loss on hold-out set: 3.5847700683706746e-05
MeanAbsoluteError value on hold-out data: 0.004375961609184742
Epoch: 79
Loss on hold-out set: 2.8313797604194126e-05
MeanAbsoluteError value on hold-out data: 0.003795634489506483
Epoch: 80
Loss on hold-out set: 2.34531999187591e-05
MeanAbsoluteError value on hold-out data: 0.003222523257136345
Epoch: 81
Loss on hold-out set: 1.7807614557778623e-05
MeanAbsoluteError value on hold-out data: 0.0027564438059926033
Epoch: 82
Loss on hold-out set: 1.4776313841698888e-05
MeanAbsoluteError value on hold-out data: 0.0022840199526399374
Epoch: 83
Loss on hold-out set: 1.2402732767651078e-05
MeanAbsoluteError value on hold-out data: 0.0019536884501576424
Epoch: 84
Loss on hold-out set: 1.1260545652301236e-05
MeanAbsoluteError value on hold-out data: 0.001681122463196516
Epoch: 85
Loss on hold-out set: 9.813541144974526e-06
MeanAbsoluteError value on hold-out data: 0.0014102390268817544
Epoch: 86
Loss on hold-out set: 8.809553422067369e-06
MeanAbsoluteError value on hold-out data: 0.001271614572033286
Epoch: 87
Loss on hold-out set: 8.189155279908915e-06
MeanAbsoluteError value on hold-out data: 0.0011466766009107232
Epoch: 88
Loss on hold-out set: 7.942791843727438e-06
MeanAbsoluteError value on hold-out data: 0.0010531533043831587
Epoch: 89
Loss on hold-out set: 7.412860692458988e-06
MeanAbsoluteError value on hold-out data: 0.0010026843519881368
Epoch: 90
Loss on hold-out set: 7.367608856812834e-06
MeanAbsoluteError value on hold-out data: 0.000991061911918223
Epoch: 91
Loss on hold-out set: 7.1550011459574025e-06
MeanAbsoluteError value on hold-out data: 0.000988811836577952
Epoch: 92
Loss on hold-out set: 7.011147737592602e-06
MeanAbsoluteError value on hold-out data: 0.0009930989472195506
Epoch: 93
Loss on hold-out set: 6.642734864324386e-06
MeanAbsoluteError value on hold-out data: 0.0009497858118265867
Epoch: 94
Loss on hold-out set: 6.180402181144018e-06
MeanAbsoluteError value on hold-out data: 0.0009703603573143482
Epoch: 95
Loss on hold-out set: 6.3491217780700445e-06
MeanAbsoluteError value on hold-out data: 0.0009896783158183098
Epoch: 96
Loss on hold-out set: 6.1250440578620465e-06
MeanAbsoluteError value on hold-out data: 0.0009854636155068874
Epoch: 97
Loss on hold-out set: 5.858091043364766e-06
MeanAbsoluteError value on hold-out data: 0.0009368452592752874
Epoch: 98
Loss on hold-out set: 5.755300222176629e-06
MeanAbsoluteError value on hold-out data: 0.0009525364148430526
Epoch: 99
Loss on hold-out set: 5.634682557124156e-06
MeanAbsoluteError value on hold-out data: 0.0009697768255136907
Epoch: 100
Loss on hold-out set: 5.0622520706593395e-06
MeanAbsoluteError value on hold-out data: 0.0008901461260393262
Epoch: 101
Loss on hold-out set: 5.211433244329993e-06
MeanAbsoluteError value on hold-out data: 0.0009900392033159733
Epoch: 102
Loss on hold-out set: 5.017836606122308e-06
MeanAbsoluteError value on hold-out data: 0.001007892657071352
Epoch: 103
Loss on hold-out set: 4.576914805581439e-06
MeanAbsoluteError value on hold-out data: 0.0010244498262181878
Epoch: 104
Loss on hold-out set: 4.339345368774817e-06
MeanAbsoluteError value on hold-out data: 0.0008728544344194233
Epoch: 105
Loss on hold-out set: 4.680060975750586e-06
MeanAbsoluteError value on hold-out data: 0.0010208372259512544
Epoch: 106
Loss on hold-out set: 6.400662851564658e-06
MeanAbsoluteError value on hold-out data: 0.0016118813073262572
Epoch: 107
Loss on hold-out set: 4.1118136183425895e-06
MeanAbsoluteError value on hold-out data: 0.0009409966878592968
Epoch: 108
Loss on hold-out set: 3.7498782319289603e-06
MeanAbsoluteError value on hold-out data: 0.0008691218681633472
Epoch: 109
Loss on hold-out set: 5.109943379885897e-06
MeanAbsoluteError value on hold-out data: 0.0013600951060652733
Epoch: 110
Loss on hold-out set: 3.3545820802881e-06
MeanAbsoluteError value on hold-out data: 0.0008211641106754541
Epoch: 111
Loss on hold-out set: 4.530499998404243e-06
MeanAbsoluteError value on hold-out data: 0.0012816626112908125
Epoch: 112
Loss on hold-out set: 3.1622474370333994e-06
MeanAbsoluteError value on hold-out data: 0.0008959711994975805
Epoch: 113
Loss on hold-out set: 3.2559715700349793e-06
MeanAbsoluteError value on hold-out data: 0.0009525016648694873
Epoch: 114
Loss on hold-out set: 2.922227517606538e-06
MeanAbsoluteError value on hold-out data: 0.000932577415369451
Epoch: 115
Loss on hold-out set: 2.8783760545645864e-06
MeanAbsoluteError value on hold-out data: 0.0008552269428037107
Epoch: 116
Loss on hold-out set: 2.6366452318554297e-06
MeanAbsoluteError value on hold-out data: 0.0008089591283351183
Epoch: 117
Loss on hold-out set: 2.5780510810591295e-06
MeanAbsoluteError value on hold-out data: 0.0008110026246868074
Epoch: 118
Loss on hold-out set: 2.77675712385854e-06
MeanAbsoluteError value on hold-out data: 0.0008325754897668958
Epoch: 119
Loss on hold-out set: 2.600015949820562e-06
MeanAbsoluteError value on hold-out data: 0.0009019832941703498
Epoch: 120
Loss on hold-out set: 2.3021518940752753e-06
MeanAbsoluteError value on hold-out data: 0.0008429896552115679
Epoch: 121
Loss on hold-out set: 2.2834883391344474e-06
MeanAbsoluteError value on hold-out data: 0.0008008091244846582
Epoch: 122
Loss on hold-out set: 2.195706414909182e-06
MeanAbsoluteError value on hold-out data: 0.0007862619822844863
Epoch: 123
Loss on hold-out set: 2.337505957956847e-06
MeanAbsoluteError value on hold-out data: 0.0010142314713448286
Epoch: 124
Loss on hold-out set: 3.743501736153121e-06
MeanAbsoluteError value on hold-out data: 0.0013944797683507204
Epoch: 125
Loss on hold-out set: 1.9267891651417394e-06
MeanAbsoluteError value on hold-out data: 0.0007885062950663269
Epoch: 126
Loss on hold-out set: 2.0326187622616158e-06
MeanAbsoluteError value on hold-out data: 0.0008333828882314265
Epoch: 127
Loss on hold-out set: 1.939592240118005e-06
MeanAbsoluteError value on hold-out data: 0.0008725005318410695
Epoch: 128
Loss on hold-out set: 2.2197189126088165e-06
MeanAbsoluteError value on hold-out data: 0.00103617028798908
Epoch: 129
Loss on hold-out set: 1.6910226704042614e-06
MeanAbsoluteError value on hold-out data: 0.0007427978562191129
Epoch: 130
Loss on hold-out set: 1.7205044243312911e-06
MeanAbsoluteError value on hold-out data: 0.0007627974264323711
Epoch: 131
Loss on hold-out set: 1.7141234007585108e-06
MeanAbsoluteError value on hold-out data: 0.000768364523537457
Epoch: 132
Loss on hold-out set: 2.238877962886713e-06
MeanAbsoluteError value on hold-out data: 0.0010287597542628646
Epoch: 133
Loss on hold-out set: 1.5129862075669876e-06
MeanAbsoluteError value on hold-out data: 0.000771739287301898
Epoch: 134
Loss on hold-out set: 1.4343226312645968e-06
MeanAbsoluteError value on hold-out data: 0.0007245585438795388
Epoch: 135
Loss on hold-out set: 1.516837818153013e-06
MeanAbsoluteError value on hold-out data: 0.0007911556167528033
Epoch: 136
Loss on hold-out set: 1.4241591744534021e-06
MeanAbsoluteError value on hold-out data: 0.000724351848475635
Epoch: 137
Loss on hold-out set: 1.3959964209566176e-06
MeanAbsoluteError value on hold-out data: 0.0007501268992200494
Epoch: 138
Loss on hold-out set: 1.7325512763258862e-06
MeanAbsoluteError value on hold-out data: 0.0008626532508060336
Epoch: 139
Loss on hold-out set: 1.6359605034757317e-06
MeanAbsoluteError value on hold-out data: 0.0008058393141254783
Epoch: 140
Loss on hold-out set: 2.1847604548733775e-06
MeanAbsoluteError value on hold-out data: 0.0009962734766304493
Epoch: 141
Loss on hold-out set: 1.5314828571123285e-06
MeanAbsoluteError value on hold-out data: 0.0008138687117025256
Epoch: 142
Loss on hold-out set: 1.6261838562916007e-06
MeanAbsoluteError value on hold-out data: 0.0008832271560095251
Epoch: 143
Loss on hold-out set: 2.670524054337875e-06
MeanAbsoluteError value on hold-out data: 0.0012661430519074202
Epoch: 144
Loss on hold-out set: 1.4883518483307294e-06
MeanAbsoluteError value on hold-out data: 0.0008151722140610218
Epoch: 145
Loss on hold-out set: 2.1226129962752357e-06
MeanAbsoluteError value on hold-out data: 0.0011166377225890756
Epoch: 146
Loss on hold-out set: 1.3812326686162962e-06
MeanAbsoluteError value on hold-out data: 0.0008241915493272245
Epoch: 147
Loss on hold-out set: 1.4143490410298489e-06
MeanAbsoluteError value on hold-out data: 0.0008202628814615309
Epoch: 148
Loss on hold-out set: 1.5056712324114694e-06
MeanAbsoluteError value on hold-out data: 0.0008309574332088232
Epoch: 149
Loss on hold-out set: 1.240154091419754e-06
MeanAbsoluteError value on hold-out data: 0.0007141900714486837
Epoch: 150
Loss on hold-out set: 1.3943406429461902e-06
MeanAbsoluteError value on hold-out data: 0.0007924732635729015
Epoch: 151
Loss on hold-out set: 1.1967838833453034e-06
MeanAbsoluteError value on hold-out data: 0.0007135240593925118
Epoch: 152
Loss on hold-out set: 1.2974146857712954e-06
MeanAbsoluteError value on hold-out data: 0.0007334715337492526
Epoch: 153
Loss on hold-out set: 1.157517199492129e-06
MeanAbsoluteError value on hold-out data: 0.0007178810774348676
Epoch: 154
Loss on hold-out set: 1.1022056058279234e-06
MeanAbsoluteError value on hold-out data: 0.0007278802804648876
Epoch: 155
Loss on hold-out set: 1.7209632141237728e-06
MeanAbsoluteError value on hold-out data: 0.0009593774448148906
Epoch: 156
Loss on hold-out set: 1.944575348471307e-06
MeanAbsoluteError value on hold-out data: 0.0010531917214393616
Epoch: 157
Loss on hold-out set: 1.2366887898014493e-06
MeanAbsoluteError value on hold-out data: 0.0007485764217562973
Epoch: 158
Loss on hold-out set: 2.9896397283944398e-06
MeanAbsoluteError value on hold-out data: 0.001501451595686376
Epoch: 159
Loss on hold-out set: 1.6938050049038093e-06
MeanAbsoluteError value on hold-out data: 0.0009534034761600196
Epoch: 160
Loss on hold-out set: 2.6323266017523283e-06
MeanAbsoluteError value on hold-out data: 0.0012563708005473018
Epoch: 161
Loss on hold-out set: 3.4254776612495052e-06
MeanAbsoluteError value on hold-out data: 0.0015343674458563328
Epoch: 162
Loss on hold-out set: 1.9211502892456056e-06
MeanAbsoluteError value on hold-out data: 0.0010222821729257703
Epoch: 163
Loss on hold-out set: 1.3407953710716706e-06
MeanAbsoluteError value on hold-out data: 0.0007859801989980042
Epoch: 164
Loss on hold-out set: 2.3037675042849933e-06
MeanAbsoluteError value on hold-out data: 0.0012151295086368918
Epoch: 165
Loss on hold-out set: 1.7205306182159593e-06
MeanAbsoluteError value on hold-out data: 0.0007556385826319456
Epoch: 166
Loss on hold-out set: 1.2141206560465014e-06
MeanAbsoluteError value on hold-out data: 0.0007681108545511961
Epoch: 167
Loss on hold-out set: 1.7740954901385592e-06
MeanAbsoluteError value on hold-out data: 0.0010562567040324211
Epoch: 168
Loss on hold-out set: 1.6211444674879133e-06
MeanAbsoluteError value on hold-out data: 0.0007992665632627904
Epoch: 169
Loss on hold-out set: 3.263398831712458e-06
MeanAbsoluteError value on hold-out data: 0.0015564096393063664
Epoch: 170
Loss on hold-out set: 1.1224332227427042e-06
MeanAbsoluteError value on hold-out data: 0.000748448830563575
Epoch: 171
Loss on hold-out set: 2.1384613940146946e-06
MeanAbsoluteError value on hold-out data: 0.0011482882546260953
Epoch: 172
Loss on hold-out set: 1.1432361125466391e-06
MeanAbsoluteError value on hold-out data: 0.000722912373021245
Epoch: 173
Loss on hold-out set: 1.3673953320064286e-06
MeanAbsoluteError value on hold-out data: 0.0008271285914815962
Epoch: 174
Loss on hold-out set: 2.8274711999424303e-06
MeanAbsoluteError value on hold-out data: 0.001377534819766879
Epoch: 175
Loss on hold-out set: 2.411718994083528e-06
MeanAbsoluteError value on hold-out data: 0.001253628171980381
Epoch: 176
Loss on hold-out set: 1.578126338804745e-06
MeanAbsoluteError value on hold-out data: 0.0009505487978458405
Epoch: 177
Loss on hold-out set: 2.723935180116454e-06
MeanAbsoluteError value on hold-out data: 0.0013140778755769134
Epoch: 178
Loss on hold-out set: 1.7943960371597384e-06
MeanAbsoluteError value on hold-out data: 0.0009848081972450018
Epoch: 179
Loss on hold-out set: 1.0652761178474834e-06
MeanAbsoluteError value on hold-out data: 0.0007122621173039079
Epoch: 180
Loss on hold-out set: 1.6390468650010566e-06
MeanAbsoluteError value on hold-out data: 0.000951915979385376
Epoch: 181
Loss on hold-out set: 1.4648404745597732e-06
MeanAbsoluteError value on hold-out data: 0.0008426100830547512
Epoch: 182
Loss on hold-out set: 1.8287495825356577e-06
MeanAbsoluteError value on hold-out data: 0.001068833633325994
Epoch: 183
Loss on hold-out set: 1.1393022899798011e-06
MeanAbsoluteError value on hold-out data: 0.0007236083620227873
Epoch: 184
Loss on hold-out set: 2.2204913753179985e-06
MeanAbsoluteError value on hold-out data: 0.0011721767950803041
Epoch: 185
Loss on hold-out set: 1.2713250349896464e-06
MeanAbsoluteError value on hold-out data: 0.0007899021147750318
Epoch: 186
Loss on hold-out set: 1.1069675211344404e-06
MeanAbsoluteError value on hold-out data: 0.0007039220654405653
Epoch: 187
Loss on hold-out set: 2.7740089194594475e-06
MeanAbsoluteError value on hold-out data: 0.001334387925453484
Epoch: 188
Loss on hold-out set: 1.2604570903599429e-06
MeanAbsoluteError value on hold-out data: 0.0008197086863219738
Epoch: 189
Loss on hold-out set: 1.4473512346914783e-06
MeanAbsoluteError value on hold-out data: 0.0008640680462121964
Epoch: 190
Loss on hold-out set: 1.99430901550211e-06
MeanAbsoluteError value on hold-out data: 0.0011078036623075604
Epoch: 191
Loss on hold-out set: 2.7669020360358095e-06
MeanAbsoluteError value on hold-out data: 0.0013562822714447975
Epoch: 192
Loss on hold-out set: 1.3557330148090002e-06
MeanAbsoluteError value on hold-out data: 0.0008134564268402755
Epoch: 193
Loss on hold-out set: 2.211856265323429e-06
MeanAbsoluteError value on hold-out data: 0.0011507825693115592
Epoch: 194
Loss on hold-out set: 1.1232733378654723e-06
MeanAbsoluteError value on hold-out data: 0.0007355452980846167
Epoch: 195
Loss on hold-out set: 1.7950376900444098e-06
MeanAbsoluteError value on hold-out data: 0.0010306783951818943
Epoch: 196
Loss on hold-out set: 1.3065166884783907e-06
MeanAbsoluteError value on hold-out data: 0.0007951735169626772
Epoch: 197
Loss on hold-out set: 1.1417317798881973e-06
MeanAbsoluteError value on hold-out data: 0.000725375663023442
Epoch: 198
Loss on hold-out set: 1.6027805713747512e-06
MeanAbsoluteError value on hold-out data: 0.0009665960096754134
Epoch: 199
Loss on hold-out set: 1.151218021697367e-06
MeanAbsoluteError value on hold-out data: 0.0007302728481590748
Epoch: 200
Loss on hold-out set: 1.1585936411288108e-06
MeanAbsoluteError value on hold-out data: 0.0007437476306222379
Epoch: 201
Loss on hold-out set: 1.5393905877877282e-06
MeanAbsoluteError value on hold-out data: 0.0009310550522059202
Epoch: 202
Loss on hold-out set: 1.6987357014386362e-06
MeanAbsoluteError value on hold-out data: 0.0009927358478307724
Epoch: 203
Loss on hold-out set: 1.1038210127131047e-06
MeanAbsoluteError value on hold-out data: 0.0007351450622081757
Epoch: 204
Loss on hold-out set: 2.551592851537302e-06
MeanAbsoluteError value on hold-out data: 0.0012832341017201543
Epoch: 205
Loss on hold-out set: 2.7007017794088683e-06
MeanAbsoluteError value on hold-out data: 0.001405977294780314
Epoch: 206
Loss on hold-out set: 1.5010408560556243e-06
MeanAbsoluteError value on hold-out data: 0.000927612476516515
Epoch: 207
Loss on hold-out set: 2.4541703239195226e-06
MeanAbsoluteError value on hold-out data: 0.0012177432654425502
Epoch: 208
Loss on hold-out set: 1.1472649379566765e-06
MeanAbsoluteError value on hold-out data: 0.0007208096794784069
Epoch: 209
Loss on hold-out set: 1.3382541313743645e-06
MeanAbsoluteError value on hold-out data: 0.0008731086272746325
Epoch: 210
Loss on hold-out set: 1.6713738047586119e-06
MeanAbsoluteError value on hold-out data: 0.0008545442833565176
Epoch: 211
Loss on hold-out set: 1.4856206051333104e-06
MeanAbsoluteError value on hold-out data: 0.0008964583394117653
Epoch: 212
Loss on hold-out set: 3.4607501307758726e-06
MeanAbsoluteError value on hold-out data: 0.001563296071253717
Epoch: 213
Loss on hold-out set: 1.2884178772765154e-06
MeanAbsoluteError value on hold-out data: 0.0008025388233363628
Epoch: 214
Loss on hold-out set: 4.00803598775103e-06
MeanAbsoluteError value on hold-out data: 0.0017293216660618782
Epoch: 215
Loss on hold-out set: 1.1375423215353153e-06
MeanAbsoluteError value on hold-out data: 0.0007392740226350725
Epoch: 216
Loss on hold-out set: 1.153556350065908e-06
MeanAbsoluteError value on hold-out data: 0.00075148866744712
Epoch: 217
Loss on hold-out set: 3.4355547488583116e-06
MeanAbsoluteError value on hold-out data: 0.0013841221807524562
Epoch: 218
Loss on hold-out set: 1.8730666336243582e-06
MeanAbsoluteError value on hold-out data: 0.0010881710331887007
Epoch: 219
Loss on hold-out set: 1.210836787689774e-06
MeanAbsoluteError value on hold-out data: 0.0007869234541431069
Epoch: 220
Loss on hold-out set: 1.0835184149562758e-06
MeanAbsoluteError value on hold-out data: 0.000702422286849469
Epoch: 221
Loss on hold-out set: 1.599196047244242e-06
MeanAbsoluteError value on hold-out data: 0.0009638012270443141
Epoch: 222
Loss on hold-out set: 1.73517541777703e-06
MeanAbsoluteError value on hold-out data: 0.0010097133927047253
Epoch: 223
Loss on hold-out set: 1.1005912254037098e-06
MeanAbsoluteError value on hold-out data: 0.0007142911781556904
Epoch: 224
Loss on hold-out set: 1.1381808283553814e-06
MeanAbsoluteError value on hold-out data: 0.0007720369612798095
Epoch: 225
Loss on hold-out set: 1.11250042559382e-06
MeanAbsoluteError value on hold-out data: 0.000701947370544076
Epoch: 226
Loss on hold-out set: 1.143687333419271e-06
MeanAbsoluteError value on hold-out data: 0.000760887109208852
Epoch: 227
Loss on hold-out set: 1.0486979905321136e-06
MeanAbsoluteError value on hold-out data: 0.0007054152083583176
Epoch: 228
Loss on hold-out set: 1.3973260571184744e-06
MeanAbsoluteError value on hold-out data: 0.0008457362418994308
Epoch: 229
Loss on hold-out set: 1.0161504250688197e-06
MeanAbsoluteError value on hold-out data: 0.0007068522972986102
Epoch: 230
Loss on hold-out set: 1.063593176608125e-06
MeanAbsoluteError value on hold-out data: 0.0007237695972435176
Epoch: 231
Loss on hold-out set: 1.0653311160415167e-06
MeanAbsoluteError value on hold-out data: 0.000707733619492501
Epoch: 232
Loss on hold-out set: 1.48361500097193e-06
MeanAbsoluteError value on hold-out data: 0.000934366718865931
Epoch: 233
Loss on hold-out set: 1.551998366267071e-06
MeanAbsoluteError value on hold-out data: 0.000943352933973074
Epoch: 234
Loss on hold-out set: 1.144527988554518e-06
MeanAbsoluteError value on hold-out data: 0.000741496856790036
Epoch: 235
Loss on hold-out set: 9.747620289055283e-07
MeanAbsoluteError value on hold-out data: 0.0007047695107758045
Epoch: 236
Loss on hold-out set: 1.0342412617949146e-06
MeanAbsoluteError value on hold-out data: 0.0007071468862704933
Epoch: 237
Loss on hold-out set: 1.461231796348819e-06
MeanAbsoluteError value on hold-out data: 0.0009029682842083275
Epoch: 238
Loss on hold-out set: 1.1153642407617344e-06
MeanAbsoluteError value on hold-out data: 0.0007607538718730211
Epoch: 239
Loss on hold-out set: 1.4339428756871853e-06
MeanAbsoluteError value on hold-out data: 0.0009115543216466904
Epoch: 240
Loss on hold-out set: 3.185446596139977e-06
MeanAbsoluteError value on hold-out data: 0.001358235371299088
Epoch: 241
Loss on hold-out set: 1.4407546892960875e-06
MeanAbsoluteError value on hold-out data: 0.0009449368808418512
Epoch: 242
Loss on hold-out set: 2.6672274158884716e-06
MeanAbsoluteError value on hold-out data: 0.0013486233074218035
Epoch: 243
Loss on hold-out set: 1.2535256924086123e-06
MeanAbsoluteError value on hold-out data: 0.0007911563734523952
Epoch: 244
Loss on hold-out set: 1.0803708702356885e-06
MeanAbsoluteError value on hold-out data: 0.0007113126921467483
Epoch: 245
Loss on hold-out set: 1.8394817927331203e-06
MeanAbsoluteError value on hold-out data: 0.001028447295539081
Epoch: 246
Loss on hold-out set: 1.8020991686940902e-06
MeanAbsoluteError value on hold-out data: 0.000980897806584835
Epoch: 247
Loss on hold-out set: 1.8468469114360721e-06
MeanAbsoluteError value on hold-out data: 0.0010135866468772292
Epoch: 248
Loss on hold-out set: 1.1947354695306644e-06
MeanAbsoluteError value on hold-out data: 0.0007624644204042852
Epoch: 249
Loss on hold-out set: 1.126817148990365e-06
MeanAbsoluteError value on hold-out data: 0.000731472740881145
Epoch: 250
Loss on hold-out set: 1.1154269587293059e-06
MeanAbsoluteError value on hold-out data: 0.0007371965330094099
Epoch: 251
Loss on hold-out set: 1.1753441898375827e-06
MeanAbsoluteError value on hold-out data: 0.0007674238295294344
Epoch: 252
Loss on hold-out set: 1.6884858120227784e-06
MeanAbsoluteError value on hold-out data: 0.0009603202342987061
Epoch: 253
Loss on hold-out set: 1.0885385742872481e-06
MeanAbsoluteError value on hold-out data: 0.0007165747811086476
Epoch: 254
Loss on hold-out set: 1.5834456759806087e-06
MeanAbsoluteError value on hold-out data: 0.0009673519525676966
Epoch: 255
Loss on hold-out set: 1.8393925081192299e-06
MeanAbsoluteError value on hold-out data: 0.0010871891863644123
Epoch: 256
Loss on hold-out set: 3.869317109862235e-06
MeanAbsoluteError value on hold-out data: 0.0017458205111324787
Epoch: 257
Loss on hold-out set: 1.573234997592338e-06
MeanAbsoluteError value on hold-out data: 0.0009655486210249364
Epoch: 258
Loss on hold-out set: 2.064979836492197e-06
MeanAbsoluteError value on hold-out data: 0.0011064086575061083
Epoch: 259
Loss on hold-out set: 1.2269967245314406e-06
MeanAbsoluteError value on hold-out data: 0.0007995690684765577
Epoch: 260
Loss on hold-out set: 1.150197216650038e-06
MeanAbsoluteError value on hold-out data: 0.0007145811687223613
Epoch: 261
Loss on hold-out set: 1.3059473469813663e-06
MeanAbsoluteError value on hold-out data: 0.0007541712839156389
Epoch: 262
Loss on hold-out set: 1.2042820069032482e-06
MeanAbsoluteError value on hold-out data: 0.0007847363012842834
Epoch: 263
Loss on hold-out set: 1.3581899732064182e-06
MeanAbsoluteError value on hold-out data: 0.0008666962967254221
Epoch: 264
Loss on hold-out set: 1.5509014763035968e-06
MeanAbsoluteError value on hold-out data: 0.0009143554489128292
Epoch: 265
Loss on hold-out set: 1.0269268321175891e-06
MeanAbsoluteError value on hold-out data: 0.0007018391042947769
Epoch: 266
Loss on hold-out set: 1.7369168246589722e-06
MeanAbsoluteError value on hold-out data: 0.0010317570995539427
Epoch: 267
Loss on hold-out set: 1.704408733670649e-06
MeanAbsoluteError value on hold-out data: 0.0008220326853916049
Epoch: 268
Loss on hold-out set: 1.119274391324045e-06
MeanAbsoluteError value on hold-out data: 0.0007307434570975602
Epoch: 269
Loss on hold-out set: 1.2296965409702282e-06
MeanAbsoluteError value on hold-out data: 0.0008029969176277518
Epoch: 270
Loss on hold-out set: 1.3468034974441532e-06
MeanAbsoluteError value on hold-out data: 0.0008066873415373266
Epoch: 271
Loss on hold-out set: 1.2862994717229762e-06
MeanAbsoluteError value on hold-out data: 0.0008312146528623998
Epoch: 272
Loss on hold-out set: 1.9828525152066645e-06
MeanAbsoluteError value on hold-out data: 0.0010835151188075542
Epoch: 273
Loss on hold-out set: 1.0952107913908549e-06
MeanAbsoluteError value on hold-out data: 0.0007145089912228286
Epoch: 274
Loss on hold-out set: 1.8793388545208682e-06
MeanAbsoluteError value on hold-out data: 0.0011186966439709067
Epoch: 275
Loss on hold-out set: 1.0909747241673638e-06
MeanAbsoluteError value on hold-out data: 0.0007171647157520056
Epoch: 276
Loss on hold-out set: 1.0955682883972118e-06
MeanAbsoluteError value on hold-out data: 0.000739533279556781
Epoch: 277
Loss on hold-out set: 2.4726888210142743e-06
MeanAbsoluteError value on hold-out data: 0.0013577177887782454
Epoch: 278
Loss on hold-out set: 1.361025038722101e-06
MeanAbsoluteError value on hold-out data: 0.000875153811648488
Epoch: 279
Loss on hold-out set: 1.1909124413460422e-06
MeanAbsoluteError value on hold-out data: 0.0008079545805230737
Epoch: 280
Loss on hold-out set: 1.1507088380277799e-06
MeanAbsoluteError value on hold-out data: 0.0007768969517201185
Epoch: 281
Loss on hold-out set: 1.3939258248176254e-06
MeanAbsoluteError value on hold-out data: 0.0008461884572170675
Epoch: 282
Loss on hold-out set: 1.1719122312570107e-06
MeanAbsoluteError value on hold-out data: 0.0007223995053209364
Epoch: 283
Loss on hold-out set: 4.488879575057161e-06
MeanAbsoluteError value on hold-out data: 0.0018587158992886543
Epoch: 284
Loss on hold-out set: 2.028949889056373e-06
MeanAbsoluteError value on hold-out data: 0.0011011167662218213
Epoch: 285
Loss on hold-out set: 1.1476974475062189e-06
MeanAbsoluteError value on hold-out data: 0.0007171129691414535
Epoch: 286
Loss on hold-out set: 1.1850620849757504e-06
MeanAbsoluteError value on hold-out data: 0.0007408682722598314
Epoch: 287
Loss on hold-out set: 1.1093301773931112e-06
MeanAbsoluteError value on hold-out data: 0.0007120856898836792
Epoch: 288
Loss on hold-out set: 1.2949115579466218e-06
MeanAbsoluteError value on hold-out data: 0.0008237471920438111
Epoch: 289
Loss on hold-out set: 1.4288763321264223e-06
MeanAbsoluteError value on hold-out data: 0.0008654387784190476
Epoch: 290
Loss on hold-out set: 1.095413831710455e-06
MeanAbsoluteError value on hold-out data: 0.0007110501173883677
Epoch: 291
Loss on hold-out set: 2.237060025086416e-06
MeanAbsoluteError value on hold-out data: 0.0011822845553979278
Epoch: 292
Loss on hold-out set: 1.85242515945342e-06
MeanAbsoluteError value on hold-out data: 0.0010366359492763877
Epoch: 293
Loss on hold-out set: 1.574833716561513e-06
MeanAbsoluteError value on hold-out data: 0.0007319636642932892
Epoch: 294
Loss on hold-out set: 1.1568699748592665e-06
MeanAbsoluteError value on hold-out data: 0.0007317620329558849
Epoch: 295
Loss on hold-out set: 1.4784587475647781e-06
MeanAbsoluteError value on hold-out data: 0.0008983014267869294
Epoch: 296
Loss on hold-out set: 1.5649536329384807e-06
MeanAbsoluteError value on hold-out data: 0.0008997159311547875
Epoch: 297
Loss on hold-out set: 1.2641364260336838e-06
MeanAbsoluteError value on hold-out data: 0.0007866062223911285
Epoch: 298
Loss on hold-out set: 1.55295489015281e-06
MeanAbsoluteError value on hold-out data: 0.0009083925397135317
Epoch: 299
Loss on hold-out set: 2.696273983159559e-06
MeanAbsoluteError value on hold-out data: 0.0013241177657619119
Epoch: 300
Loss on hold-out set: 1.5707114449434391e-06
MeanAbsoluteError value on hold-out data: 0.0009666366968303919
Epoch: 301
Loss on hold-out set: 1.8274302620878957e-06
MeanAbsoluteError value on hold-out data: 0.0009859545389190316
Epoch: 302
Loss on hold-out set: 1.2236472238887823e-06
MeanAbsoluteError value on hold-out data: 0.0008012910257093608
Epoch: 303
Loss on hold-out set: 1.4217375835939422e-06
MeanAbsoluteError value on hold-out data: 0.0009149329853244126
Epoch: 304
Loss on hold-out set: 1.2238735131666965e-06
MeanAbsoluteError value on hold-out data: 0.0007492974982596934
Epoch: 305
Loss on hold-out set: 1.2410767683289892e-06
MeanAbsoluteError value on hold-out data: 0.0008266718941740692
Epoch: 306
Loss on hold-out set: 2.474883357395951e-06
MeanAbsoluteError value on hold-out data: 0.001230981550179422
Epoch: 307
Loss on hold-out set: 1.851197479342003e-06
MeanAbsoluteError value on hold-out data: 0.0010285703465342522
Epoch: 308
Loss on hold-out set: 1.3984146064033737e-06
MeanAbsoluteError value on hold-out data: 0.0008440020610578358
Epoch: 309
Loss on hold-out set: 1.3059911382767425e-06
MeanAbsoluteError value on hold-out data: 0.0008152885711751878
Epoch: 310
Loss on hold-out set: 1.1931180250275456e-06
MeanAbsoluteError value on hold-out data: 0.0007960849907249212
Epoch: 311
Loss on hold-out set: 1.1834845412732438e-06
MeanAbsoluteError value on hold-out data: 0.0007636128575541079
Epoch: 312
Loss on hold-out set: 1.372863076417511e-06
MeanAbsoluteError value on hold-out data: 0.0008470560424029827
Epoch: 313
Loss on hold-out set: 1.1292842626831912e-06
MeanAbsoluteError value on hold-out data: 0.0007310055079869926
Epoch: 314
Loss on hold-out set: 1.082168495258884e-06
MeanAbsoluteError value on hold-out data: 0.0007331654196605086
Epoch: 315
Loss on hold-out set: 1.1015205229315284e-06
MeanAbsoluteError value on hold-out data: 0.0007292445516213775
Epoch: 316
Loss on hold-out set: 1.1115488186638127e-06
MeanAbsoluteError value on hold-out data: 0.0007282482692971826
Epoch: 317
Loss on hold-out set: 1.3254950816260064e-06
MeanAbsoluteError value on hold-out data: 0.0008641591412015259
Epoch: 318
Loss on hold-out set: 1.0695194309671654e-06
MeanAbsoluteError value on hold-out data: 0.0007167121511884034
Epoch: 319
Loss on hold-out set: 1.1602252330843699e-06
MeanAbsoluteError value on hold-out data: 0.0007707776967436075
Epoch: 320
Loss on hold-out set: 1.3238820577918466e-06
MeanAbsoluteError value on hold-out data: 0.0008143852464854717
Epoch: 321
Loss on hold-out set: 1.1766446404565684e-06
MeanAbsoluteError value on hold-out data: 0.000734643719624728
Epoch: 322
Loss on hold-out set: 1.6870924442768087e-06
MeanAbsoluteError value on hold-out data: 0.0009508425719104707
Epoch: 323
Loss on hold-out set: 1.2046955394960326e-06
MeanAbsoluteError value on hold-out data: 0.0007504352834075689
Epoch: 324
Loss on hold-out set: 1.1268885257410288e-06
MeanAbsoluteError value on hold-out data: 0.0007328158826567233
Epoch: 325
Loss on hold-out set: 1.1023966478135733e-06
MeanAbsoluteError value on hold-out data: 0.0007191717741079628
Epoch: 326
Loss on hold-out set: 1.3446766178486332e-06
MeanAbsoluteError value on hold-out data: 0.0008332877769134939
Epoch: 327
Loss on hold-out set: 1.693190872979008e-06
MeanAbsoluteError value on hold-out data: 0.0009934843983501196
Epoch: 328
Loss on hold-out set: 1.3050911932693382e-06
MeanAbsoluteError value on hold-out data: 0.0008148645865730941
Epoch: 329
Loss on hold-out set: 1.831465412421424e-06
MeanAbsoluteError value on hold-out data: 0.0010211541084572673
Epoch: 330
Loss on hold-out set: 1.1747859743466577e-06
MeanAbsoluteError value on hold-out data: 0.00080054224235937
Epoch: 331
Loss on hold-out set: 1.1348875808345417e-06
MeanAbsoluteError value on hold-out data: 0.000781805079896003
Epoch: 332
Loss on hold-out set: 1.3749693546462647e-06
MeanAbsoluteError value on hold-out data: 0.0009034582180902362
Epoch: 333
Loss on hold-out set: 1.318666924441039e-06
MeanAbsoluteError value on hold-out data: 0.0007958668284118176
Epoch: 334
Loss on hold-out set: 2.619417037189683e-06
MeanAbsoluteError value on hold-out data: 0.0012856062967330217
Epoch: 335
Loss on hold-out set: 1.3982953226751795e-06
MeanAbsoluteError value on hold-out data: 0.000839156040456146
Epoch: 336
Loss on hold-out set: 1.1296937364372402e-06
MeanAbsoluteError value on hold-out data: 0.0007428759126923978
Epoch: 337
Loss on hold-out set: 1.7311047337478578e-06
MeanAbsoluteError value on hold-out data: 0.0009940331801772118
Epoch: 338
Loss on hold-out set: 1.2598631301968383e-06
MeanAbsoluteError value on hold-out data: 0.0008057589875534177
Epoch: 339
Loss on hold-out set: 1.4939996923693309e-06
MeanAbsoluteError value on hold-out data: 0.0009208329138346016
Epoch: 340
Loss on hold-out set: 1.3728659207747394e-06
MeanAbsoluteError value on hold-out data: 0.000883044907823205
Epoch: 341
Loss on hold-out set: 1.8971661312697017e-06
MeanAbsoluteError value on hold-out data: 0.0011055920040234923
Epoch: 342
Loss on hold-out set: 1.2196725002957885e-06
MeanAbsoluteError value on hold-out data: 0.0008048561867326498
Epoch: 343
Loss on hold-out set: 2.062198470517055e-06
MeanAbsoluteError value on hold-out data: 0.001104609458707273
Epoch: 344
Loss on hold-out set: 1.1593730824608008e-06
MeanAbsoluteError value on hold-out data: 0.0007209235918708146
Epoch: 345
Loss on hold-out set: 1.9544135712889188e-06
MeanAbsoluteError value on hold-out data: 0.001018575974740088
Epoch: 346
Loss on hold-out set: 1.2021721300488234e-06
MeanAbsoluteError value on hold-out data: 0.0007543034153059125
Epoch: 347
Loss on hold-out set: 1.2850344957699306e-06
MeanAbsoluteError value on hold-out data: 0.0007768109207972884
Epoch: 348
Loss on hold-out set: 1.261909663806084e-06
MeanAbsoluteError value on hold-out data: 0.0007627145969308913
Epoch: 349
Loss on hold-out set: 1.2245413446320386e-06
MeanAbsoluteError value on hold-out data: 0.0008098589605651796
Epoch: 350
Loss on hold-out set: 3.3519048131963177e-06
MeanAbsoluteError value on hold-out data: 0.0014734591823071241
Epoch: 351
Loss on hold-out set: 1.7367686404248582e-06
MeanAbsoluteError value on hold-out data: 0.0009616773459129035
Epoch: 352
Loss on hold-out set: 1.6649445779666376e-06
MeanAbsoluteError value on hold-out data: 0.0009974095737561584
Epoch: 353
Loss on hold-out set: 1.7616890532351065e-06
MeanAbsoluteError value on hold-out data: 0.0010700520360842347
Epoch: 354
Loss on hold-out set: 1.5138230454480295e-06
MeanAbsoluteError value on hold-out data: 0.0008564367890357971
Epoch: 355
Loss on hold-out set: 1.4625611584051512e-06
MeanAbsoluteError value on hold-out data: 0.0009163062204606831
Epoch: 356
Loss on hold-out set: 1.458863103209751e-06
MeanAbsoluteError value on hold-out data: 0.0008555349777452648
Epoch: 357
Loss on hold-out set: 1.4878190287303228e-06
MeanAbsoluteError value on hold-out data: 0.0008776097092777491
Epoch: 358
Loss on hold-out set: 1.2321175043657954e-06
MeanAbsoluteError value on hold-out data: 0.0007596108480356634
Epoch: 359
Loss on hold-out set: 1.1716465123229752e-06
MeanAbsoluteError value on hold-out data: 0.0007623553392477334
Epoch: 360
Loss on hold-out set: 1.638288525695176e-06
MeanAbsoluteError value on hold-out data: 0.000983957783319056
Epoch: 361
Loss on hold-out set: 1.1952411267219968e-06
MeanAbsoluteError value on hold-out data: 0.0007206890732049942
Epoch: 362
Loss on hold-out set: 1.672838961370032e-06
MeanAbsoluteError value on hold-out data: 0.0009526056237518787
Epoch: 363
Loss on hold-out set: 1.356913368401645e-06
MeanAbsoluteError value on hold-out data: 0.0008742384379729629
Early stopping at epoch 362
Fold: 3
Epoch: 1
Loss on hold-out set: 0.021306271879718855
MeanAbsoluteError value on hold-out data: 0.11824644356966019
Epoch: 2
Loss on hold-out set: 0.020466842115498506
MeanAbsoluteError value on hold-out data: 0.11581438779830933
Epoch: 3
Loss on hold-out set: 0.021930281574336383
MeanAbsoluteError value on hold-out data: 0.11534431576728821
Epoch: 4
Loss on hold-out set: 0.019481432677891392
MeanAbsoluteError value on hold-out data: 0.11370907723903656
Epoch: 5
Loss on hold-out set: 0.020701900196190063
MeanAbsoluteError value on hold-out data: 0.11225291341543198
Epoch: 6
Loss on hold-out set: 0.01845799698136174
MeanAbsoluteError value on hold-out data: 0.11108603328466415
Epoch: 7
Loss on hold-out set: 0.018244249388002433
MeanAbsoluteError value on hold-out data: 0.10986737906932831
Epoch: 8
Loss on hold-out set: 0.01923421211540699
MeanAbsoluteError value on hold-out data: 0.10878458619117737
Epoch: 9
Loss on hold-out set: 0.017868346283928707
MeanAbsoluteError value on hold-out data: 0.10769713670015335
Epoch: 10
Loss on hold-out set: 0.018007499667314384
MeanAbsoluteError value on hold-out data: 0.1067076101899147
Epoch: 11
Loss on hold-out set: 0.017111490964173123
MeanAbsoluteError value on hold-out data: 0.10517184436321259
Epoch: 12
Loss on hold-out set: 0.01602902102212493
MeanAbsoluteError value on hold-out data: 0.10389000922441483
Epoch: 13
Loss on hold-out set: 0.016127909462039288
MeanAbsoluteError value on hold-out data: 0.10293178260326385
Epoch: 14
Loss on hold-out set: 0.015220191419267884
MeanAbsoluteError value on hold-out data: 0.10151239484548569
Epoch: 15
Loss on hold-out set: 0.015191932495396871
MeanAbsoluteError value on hold-out data: 0.10052908957004547
Epoch: 16
Loss on hold-out set: 0.014871834920575986
MeanAbsoluteError value on hold-out data: 0.09922447800636292
Epoch: 17
Loss on hold-out set: 0.015002941318715993
MeanAbsoluteError value on hold-out data: 0.09781941771507263
Epoch: 18
Loss on hold-out set: 0.014833999045479756
MeanAbsoluteError value on hold-out data: 0.09622157365083694
Epoch: 19
Loss on hold-out set: 0.01339747104793787
MeanAbsoluteError value on hold-out data: 0.09479740262031555
Epoch: 20
Loss on hold-out set: 0.01325326506048441
MeanAbsoluteError value on hold-out data: 0.09314843267202377
Epoch: 21
Loss on hold-out set: 0.012474520382686304
MeanAbsoluteError value on hold-out data: 0.09151190519332886
Epoch: 22
Loss on hold-out set: 0.013317048066080762
MeanAbsoluteError value on hold-out data: 0.08990862965583801
Epoch: 23
Loss on hold-out set: 0.012634131591767073
MeanAbsoluteError value on hold-out data: 0.08832941204309464
Epoch: 24
Loss on hold-out set: 0.011668171644067535
MeanAbsoluteError value on hold-out data: 0.08674897253513336
Epoch: 25
Loss on hold-out set: 0.011843475960911466
MeanAbsoluteError value on hold-out data: 0.08554832637310028
Epoch: 26
Loss on hold-out set: 0.01066467839364822
MeanAbsoluteError value on hold-out data: 0.08282536268234253
Epoch: 27
Loss on hold-out set: 0.010039780915786441
MeanAbsoluteError value on hold-out data: 0.0812840536236763
Epoch: 28
Loss on hold-out set: 0.009621873032301664
MeanAbsoluteError value on hold-out data: 0.07914955168962479
Epoch: 29
Loss on hold-out set: 0.008773798337922646
MeanAbsoluteError value on hold-out data: 0.07690440863370895
Epoch: 30
Loss on hold-out set: 0.008549856559301797
MeanAbsoluteError value on hold-out data: 0.07509579509496689
Epoch: 31
Loss on hold-out set: 0.008152106212666975
MeanAbsoluteError value on hold-out data: 0.07320906966924667
Epoch: 32
Loss on hold-out set: 0.007992647892723862
MeanAbsoluteError value on hold-out data: 0.07082346826791763
Epoch: 33
Loss on hold-out set: 0.007599200444439283
MeanAbsoluteError value on hold-out data: 0.06843668222427368
Epoch: 34
Loss on hold-out set: 0.00685651539466702
MeanAbsoluteError value on hold-out data: 0.0660024881362915
Epoch: 35
Loss on hold-out set: 0.006125449910401725
MeanAbsoluteError value on hold-out data: 0.06377986818552017
Epoch: 36
Loss on hold-out set: 0.005934147594066767
MeanAbsoluteError value on hold-out data: 0.061849284917116165
Epoch: 37
Loss on hold-out set: 0.0054763515229122
MeanAbsoluteError value on hold-out data: 0.05933668091893196
Epoch: 38
Loss on hold-out set: 0.0052444190145112
MeanAbsoluteError value on hold-out data: 0.05777592211961746
Epoch: 39
Loss on hold-out set: 0.004790972631711226
MeanAbsoluteError value on hold-out data: 0.054880280047655106
Epoch: 40
Loss on hold-out set: 0.004293616576782929
MeanAbsoluteError value on hold-out data: 0.05261797085404396
Epoch: 41
Loss on hold-out set: 0.004513805830636277
MeanAbsoluteError value on hold-out data: 0.051146842539310455
Epoch: 42
Loss on hold-out set: 0.003693392067082011
MeanAbsoluteError value on hold-out data: 0.04851355031132698
Epoch: 43
Loss on hold-out set: 0.0034392682584719015
MeanAbsoluteError value on hold-out data: 0.046473369002342224
Epoch: 44
Loss on hold-out set: 0.0033276208425657107
MeanAbsoluteError value on hold-out data: 0.04520083963871002
Epoch: 45
Loss on hold-out set: 0.0029473332844925327
MeanAbsoluteError value on hold-out data: 0.04294850677251816
Epoch: 46
Loss on hold-out set: 0.0026685692137107253
MeanAbsoluteError value on hold-out data: 0.040615104138851166
Epoch: 47
Loss on hold-out set: 0.002455954319045234
MeanAbsoluteError value on hold-out data: 0.039372414350509644
Epoch: 48
Loss on hold-out set: 0.002217396274388123
MeanAbsoluteError value on hold-out data: 0.03748263046145439
Epoch: 49
Loss on hold-out set: 0.00196643635773888
MeanAbsoluteError value on hold-out data: 0.035284675657749176
Epoch: 50
Loss on hold-out set: 0.0018354511121287942
MeanAbsoluteError value on hold-out data: 0.03402424603700638
Epoch: 51
Loss on hold-out set: 0.0018425691344488699
MeanAbsoluteError value on hold-out data: 0.03449329733848572
Epoch: 52
Loss on hold-out set: 0.0015520347582283788
MeanAbsoluteError value on hold-out data: 0.031474772840738297
Epoch: 53
Loss on hold-out set: 0.0012934497991899173
MeanAbsoluteError value on hold-out data: 0.028437545523047447
Epoch: 54
Loss on hold-out set: 0.0011144732897474358
MeanAbsoluteError value on hold-out data: 0.02642718143761158
Epoch: 55
Loss on hold-out set: 0.0010318419976661412
MeanAbsoluteError value on hold-out data: 0.024563822895288467
Epoch: 56
Loss on hold-out set: 0.000846788674747446
MeanAbsoluteError value on hold-out data: 0.022991007193922997
Epoch: 57
Loss on hold-out set: 0.0007528959171255478
MeanAbsoluteError value on hold-out data: 0.021694066002964973
Epoch: 58
Loss on hold-out set: 0.0006729715264205319
MeanAbsoluteError value on hold-out data: 0.020531557500362396
Epoch: 59
Loss on hold-out set: 0.0006094850642302146
MeanAbsoluteError value on hold-out data: 0.01921779476106167
Epoch: 60
Loss on hold-out set: 0.0005500194014390358
MeanAbsoluteError value on hold-out data: 0.018407054245471954
Epoch: 61
Loss on hold-out set: 0.0004039230194533817
MeanAbsoluteError value on hold-out data: 0.015773052349686623
Epoch: 62
Loss on hold-out set: 0.00036404861020855606
MeanAbsoluteError value on hold-out data: 0.014093223959207535
Epoch: 63
Loss on hold-out set: 0.0002737516607829513
MeanAbsoluteError value on hold-out data: 0.012806317768990993
Epoch: 64
Loss on hold-out set: 0.00024859939674990106
MeanAbsoluteError value on hold-out data: 0.01218809001147747
Epoch: 65
Loss on hold-out set: 0.00018404499860480428
MeanAbsoluteError value on hold-out data: 0.010512033477425575
Epoch: 66
Loss on hold-out set: 0.0001590399557384304
MeanAbsoluteError value on hold-out data: 0.009949635714292526
Epoch: 67
Loss on hold-out set: 0.00012083173407098421
MeanAbsoluteError value on hold-out data: 0.008387950249016285
Epoch: 68
Loss on hold-out set: 9.874039824353531e-05
MeanAbsoluteError value on hold-out data: 0.007626741658896208
Epoch: 69
Loss on hold-out set: 7.788105848213981e-05
MeanAbsoluteError value on hold-out data: 0.006544164381921291
Epoch: 70
Loss on hold-out set: 6.260141946348504e-05
MeanAbsoluteError value on hold-out data: 0.005644369870424271
Epoch: 71
Loss on hold-out set: 7.598787515934628e-05
MeanAbsoluteError value on hold-out data: 0.006305003073066473
Epoch: 72
Loss on hold-out set: 4.0771488084619006e-05
MeanAbsoluteError value on hold-out data: 0.004392778966575861
Epoch: 73
Loss on hold-out set: 3.560621826181887e-05
MeanAbsoluteError value on hold-out data: 0.004234148655086756
Epoch: 74
Loss on hold-out set: 2.642121514257339e-05
MeanAbsoluteError value on hold-out data: 0.0032853654120117426
Epoch: 75
Loss on hold-out set: 2.1710009430255293e-05
MeanAbsoluteError value on hold-out data: 0.0028445899952203035
Epoch: 76
Loss on hold-out set: 2.1173025848279045e-05
MeanAbsoluteError value on hold-out data: 0.002922625746577978
Epoch: 77
Loss on hold-out set: 1.913554297936151e-05
MeanAbsoluteError value on hold-out data: 0.0022706901654601097
Epoch: 78
Loss on hold-out set: 1.3728803537560452e-05
MeanAbsoluteError value on hold-out data: 0.002028766321018338
Epoch: 79
Loss on hold-out set: 1.2652024093558093e-05
MeanAbsoluteError value on hold-out data: 0.001977632287889719
Epoch: 80
Loss on hold-out set: 1.081216653959088e-05
MeanAbsoluteError value on hold-out data: 0.00175600650254637
Epoch: 81
Loss on hold-out set: 1.1764486928838709e-05
MeanAbsoluteError value on hold-out data: 0.0021877989638596773
Epoch: 82
Loss on hold-out set: 1.3598472640716444e-05
MeanAbsoluteError value on hold-out data: 0.0027264412492513657
Epoch: 83
Loss on hold-out set: 8.554281591316863e-06
MeanAbsoluteError value on hold-out data: 0.001595234964042902
Epoch: 84
Loss on hold-out set: 9.53214330715687e-06
MeanAbsoluteError value on hold-out data: 0.0019741998985409737
Epoch: 85
Loss on hold-out set: 7.360760290654211e-06
MeanAbsoluteError value on hold-out data: 0.0014164942549541593
Epoch: 86
Loss on hold-out set: 8.964844963744466e-06
MeanAbsoluteError value on hold-out data: 0.0015768997836858034
Epoch: 87
Loss on hold-out set: 6.451371728662008e-06
MeanAbsoluteError value on hold-out data: 0.0013713815715163946
Epoch: 88
Loss on hold-out set: 6.6451237461688624e-06
MeanAbsoluteError value on hold-out data: 0.001438138191588223
Epoch: 89
Loss on hold-out set: 5.533527911438796e-06
MeanAbsoluteError value on hold-out data: 0.0011628774227574468
Epoch: 90
Loss on hold-out set: 6.119583242882352e-06
MeanAbsoluteError value on hold-out data: 0.001415772712789476
Epoch: 91
Loss on hold-out set: 5.084736342881185e-06
MeanAbsoluteError value on hold-out data: 0.0011486834846436977
Epoch: 92
Loss on hold-out set: 4.734831362130675e-06
MeanAbsoluteError value on hold-out data: 0.0011089229956269264
Epoch: 93
Loss on hold-out set: 5.520383909312771e-06
MeanAbsoluteError value on hold-out data: 0.0013577169738709927
Epoch: 94
Loss on hold-out set: 4.542283831527199e-06
MeanAbsoluteError value on hold-out data: 0.001113271457143128
Epoch: 95
Loss on hold-out set: 4.1446646937751775e-06
MeanAbsoluteError value on hold-out data: 0.0010687800822779536
Epoch: 96
Loss on hold-out set: 4.187822950230979e-06
MeanAbsoluteError value on hold-out data: 0.0010511839063838124
Epoch: 97
Loss on hold-out set: 3.838323965947683e-06
MeanAbsoluteError value on hold-out data: 0.0010494183516129851
Epoch: 98
Loss on hold-out set: 4.892666195333872e-06
MeanAbsoluteError value on hold-out data: 0.0015287711285054684
Epoch: 99
Loss on hold-out set: 4.322473951280979e-06
MeanAbsoluteError value on hold-out data: 0.0013351169181987643
Epoch: 100
Loss on hold-out set: 3.662845830813939e-06
MeanAbsoluteError value on hold-out data: 0.0010344346519559622
Epoch: 101
Loss on hold-out set: 4.597818699581834e-06
MeanAbsoluteError value on hold-out data: 0.0010062126675620675
Epoch: 102
Loss on hold-out set: 3.770954112251974e-06
MeanAbsoluteError value on hold-out data: 0.0010818716837093234
Epoch: 103
Loss on hold-out set: 5.1908032918828e-06
MeanAbsoluteError value on hold-out data: 0.0015314132906496525
Epoch: 104
Loss on hold-out set: 4.396150995507224e-06
MeanAbsoluteError value on hold-out data: 0.0009983056224882603
Epoch: 105
Loss on hold-out set: 3.398447050200887e-06
MeanAbsoluteError value on hold-out data: 0.001025245524942875
Epoch: 106
Loss on hold-out set: 3.230981041960709e-06
MeanAbsoluteError value on hold-out data: 0.0010042560752481222
Epoch: 107
Loss on hold-out set: 6.617681466335713e-06
MeanAbsoluteError value on hold-out data: 0.001627740915864706
Epoch: 108
Loss on hold-out set: 4.621760358356998e-06
MeanAbsoluteError value on hold-out data: 0.001058604335412383
Epoch: 109
Loss on hold-out set: 4.8556981762605856e-06
MeanAbsoluteError value on hold-out data: 0.0013468717224895954
Epoch: 110
Loss on hold-out set: 5.24371750561141e-06
MeanAbsoluteError value on hold-out data: 0.0016588064609095454
Epoch: 111
Loss on hold-out set: 3.5003221359357458e-06
MeanAbsoluteError value on hold-out data: 0.0010891975834965706
Epoch: 112
Loss on hold-out set: 3.382342942341683e-06
MeanAbsoluteError value on hold-out data: 0.0010272228391841054
Epoch: 113
Loss on hold-out set: 4.789044387857407e-06
MeanAbsoluteError value on hold-out data: 0.001524745486676693
Epoch: 114
Loss on hold-out set: 2.800375245197546e-06
MeanAbsoluteError value on hold-out data: 0.0009425335447303951
Epoch: 115
Loss on hold-out set: 2.9021803151443655e-06
MeanAbsoluteError value on hold-out data: 0.0009991400875151157
Epoch: 116
Loss on hold-out set: 2.5851790413665954e-06
MeanAbsoluteError value on hold-out data: 0.0009471848607063293
Epoch: 117
Loss on hold-out set: 3.7776658945613935e-06
MeanAbsoluteError value on hold-out data: 0.001351536251604557
Epoch: 118
Loss on hold-out set: 6.001778711624166e-06
MeanAbsoluteError value on hold-out data: 0.001992978621274233
Epoch: 119
Loss on hold-out set: 4.374287763871857e-06
MeanAbsoluteError value on hold-out data: 0.001525543280877173
Epoch: 120
Loss on hold-out set: 2.1078122019756706e-06
MeanAbsoluteError value on hold-out data: 0.0008912382181733847
Epoch: 121
Loss on hold-out set: 2.7861142064886317e-06
MeanAbsoluteError value on hold-out data: 0.001099896035157144
Epoch: 122
Loss on hold-out set: 1.958502812508064e-06
MeanAbsoluteError value on hold-out data: 0.0008548003388568759
Epoch: 123
Loss on hold-out set: 1.9485029488700652e-06
MeanAbsoluteError value on hold-out data: 0.0008589485078118742
Epoch: 124
Loss on hold-out set: 2.0194144623858915e-06
MeanAbsoluteError value on hold-out data: 0.000944330298807472
Epoch: 125
Loss on hold-out set: 1.7305294193192822e-06
MeanAbsoluteError value on hold-out data: 0.0008603311143815517
Epoch: 126
Loss on hold-out set: 1.766782531831268e-06
MeanAbsoluteError value on hold-out data: 0.0008876180509105325
Epoch: 127
Loss on hold-out set: 1.95132301646831e-06
MeanAbsoluteError value on hold-out data: 0.0009766195435076952
Epoch: 128
Loss on hold-out set: 1.4999233778430957e-06
MeanAbsoluteError value on hold-out data: 0.0008185754995793104
Epoch: 129
Loss on hold-out set: 1.7583756044377178e-06
MeanAbsoluteError value on hold-out data: 0.0009288526489399374
Epoch: 130
Loss on hold-out set: 1.940538973817988e-06
MeanAbsoluteError value on hold-out data: 0.0009829932823777199
Epoch: 131
Loss on hold-out set: 4.356375239485015e-06
MeanAbsoluteError value on hold-out data: 0.0018285942496731877
Epoch: 132
Loss on hold-out set: 1.23732435934716e-06
MeanAbsoluteError value on hold-out data: 0.0008220089366659522
Epoch: 133
Loss on hold-out set: 4.5881884908829725e-06
MeanAbsoluteError value on hold-out data: 0.0018458644626662135
Epoch: 134
Loss on hold-out set: 1.6370555307240954e-06
MeanAbsoluteError value on hold-out data: 0.0009807964088395238
Epoch: 135
Loss on hold-out set: 1.0987702759953559e-06
MeanAbsoluteError value on hold-out data: 0.0008003399707376957
Epoch: 136
Loss on hold-out set: 1.7534257844650151e-06
MeanAbsoluteError value on hold-out data: 0.0010516030015423894
Epoch: 137
Loss on hold-out set: 2.0974785701792616e-06
MeanAbsoluteError value on hold-out data: 0.0011717859888449311
Epoch: 138
Loss on hold-out set: 1.4810108837082225e-06
MeanAbsoluteError value on hold-out data: 0.0009616961469873786
Epoch: 139
Loss on hold-out set: 1.27751150977509e-06
MeanAbsoluteError value on hold-out data: 0.0008556199027225375
Epoch: 140
Loss on hold-out set: 1.0449998473387286e-06
MeanAbsoluteError value on hold-out data: 0.0008299308829009533
Epoch: 141
Loss on hold-out set: 1.0492040817010861e-06
MeanAbsoluteError value on hold-out data: 0.0008279843023046851
Epoch: 142
Loss on hold-out set: 2.526004135024078e-06
MeanAbsoluteError value on hold-out data: 0.0013686439488083124
Epoch: 143
Loss on hold-out set: 9.435779545058792e-07
MeanAbsoluteError value on hold-out data: 0.0007645636796951294
Epoch: 144
Loss on hold-out set: 8.219204407676164e-07
MeanAbsoluteError value on hold-out data: 0.0007436207961291075
Epoch: 145
Loss on hold-out set: 8.833206401539848e-07
MeanAbsoluteError value on hold-out data: 0.0007854453288018703
Epoch: 146
Loss on hold-out set: 8.399584863547296e-07
MeanAbsoluteError value on hold-out data: 0.0007760825683362782
Epoch: 147
Loss on hold-out set: 8.316652632891838e-07
MeanAbsoluteError value on hold-out data: 0.0007428355747833848
Epoch: 148
Loss on hold-out set: 1.1218309273667378e-06
MeanAbsoluteError value on hold-out data: 0.0008726553060114384
Epoch: 149
Loss on hold-out set: 9.657846165877204e-07
MeanAbsoluteError value on hold-out data: 0.0007584875565953553
Epoch: 150
Loss on hold-out set: 1.1387964710033534e-06
MeanAbsoluteError value on hold-out data: 0.0008782452205196023
Epoch: 151
Loss on hold-out set: 7.867150005635127e-07
MeanAbsoluteError value on hold-out data: 0.0007232188945636153
Epoch: 152
Loss on hold-out set: 8.295561745906245e-07
MeanAbsoluteError value on hold-out data: 0.00073521479498595
Epoch: 153
Loss on hold-out set: 1.543820203026441e-06
MeanAbsoluteError value on hold-out data: 0.0010271286591887474
Epoch: 154
Loss on hold-out set: 1.0908104898659915e-06
MeanAbsoluteError value on hold-out data: 0.0008617878193035722
Epoch: 155
Loss on hold-out set: 8.821089242981263e-07
MeanAbsoluteError value on hold-out data: 0.0007526276749558747
Epoch: 156
Loss on hold-out set: 1.1591157063916257e-06
MeanAbsoluteError value on hold-out data: 0.0008464648853987455
Epoch: 157
Loss on hold-out set: 7.221750942895037e-07
MeanAbsoluteError value on hold-out data: 0.000711537548340857
Epoch: 158
Loss on hold-out set: 8.414434179170572e-07
MeanAbsoluteError value on hold-out data: 0.0007607407169416547
Epoch: 159
Loss on hold-out set: 3.3414855806768173e-06
MeanAbsoluteError value on hold-out data: 0.0015648666303604841
Epoch: 160
Loss on hold-out set: 7.98324346253419e-07
MeanAbsoluteError value on hold-out data: 0.0007470597047358751
Epoch: 161
Loss on hold-out set: 8.483218170322988e-07
MeanAbsoluteError value on hold-out data: 0.0007576849311590195
Epoch: 162
Loss on hold-out set: 9.667600256062333e-07
MeanAbsoluteError value on hold-out data: 0.0007630365435034037
Epoch: 163
Loss on hold-out set: 7.538910591182895e-07
MeanAbsoluteError value on hold-out data: 0.0007357735885307193
Epoch: 164
Loss on hold-out set: 7.301502631225259e-07
MeanAbsoluteError value on hold-out data: 0.0007078319904394448
Epoch: 165
Loss on hold-out set: 9.495299414433807e-07
MeanAbsoluteError value on hold-out data: 0.0007717111730016768
Epoch: 166
Loss on hold-out set: 3.359753350196115e-06
MeanAbsoluteError value on hold-out data: 0.0016011985717341304
Epoch: 167
Loss on hold-out set: 8.381608821012448e-07
MeanAbsoluteError value on hold-out data: 0.0007333889370784163
Epoch: 168
Loss on hold-out set: 1.5257365056151264e-06
MeanAbsoluteError value on hold-out data: 0.0009739952511154115
Epoch: 169
Loss on hold-out set: 9.974351918082482e-07
MeanAbsoluteError value on hold-out data: 0.0007986854179762304
Epoch: 170
Loss on hold-out set: 1.2485180517475014e-06
MeanAbsoluteError value on hold-out data: 0.000923922227229923
Epoch: 171
Loss on hold-out set: 9.351391685623429e-07
MeanAbsoluteError value on hold-out data: 0.000763081363402307
Epoch: 172
Loss on hold-out set: 8.61923137580771e-07
MeanAbsoluteError value on hold-out data: 0.0007666045567020774
Epoch: 173
Loss on hold-out set: 1.7558218220214117e-06
MeanAbsoluteError value on hold-out data: 0.0010609924793243408
Epoch: 174
Loss on hold-out set: 7.724540274431582e-07
MeanAbsoluteError value on hold-out data: 0.0007313399692066014
Epoch: 175
Loss on hold-out set: 7.722575765875753e-07
MeanAbsoluteError value on hold-out data: 0.0007150539895519614
Epoch: 176
Loss on hold-out set: 9.540210262807354e-07
MeanAbsoluteError value on hold-out data: 0.0008059651590883732
Epoch: 177
Loss on hold-out set: 9.118195057803509e-07
MeanAbsoluteError value on hold-out data: 0.0007633424829691648
Epoch: 178
Loss on hold-out set: 8.056291256672501e-07
MeanAbsoluteError value on hold-out data: 0.0007436461746692657
Epoch: 179
Loss on hold-out set: 1.321805091090657e-06
MeanAbsoluteError value on hold-out data: 0.0009284939151257277
Epoch: 180
Loss on hold-out set: 1.9369002451150245e-06
MeanAbsoluteError value on hold-out data: 0.0011396108893677592
Epoch: 181
Loss on hold-out set: 1.2544908302585939e-06
MeanAbsoluteError value on hold-out data: 0.0009287755819968879
Epoch: 182
Loss on hold-out set: 2.299585022368634e-06
MeanAbsoluteError value on hold-out data: 0.0013114835601300001
Epoch: 183
Loss on hold-out set: 8.386527405526487e-07
MeanAbsoluteError value on hold-out data: 0.0007295513642020524
Epoch: 184
Loss on hold-out set: 1.4754745336631458e-06
MeanAbsoluteError value on hold-out data: 0.0010007922537624836
Epoch: 185
Loss on hold-out set: 1.1897180649192217e-06
MeanAbsoluteError value on hold-out data: 0.0008631029049865901
Epoch: 186
Loss on hold-out set: 7.833121130191173e-07
MeanAbsoluteError value on hold-out data: 0.0007321438170038164
Epoch: 187
Loss on hold-out set: 7.51017062419543e-07
MeanAbsoluteError value on hold-out data: 0.0007185547146946192
Epoch: 188
Loss on hold-out set: 1.502473799938833e-06
MeanAbsoluteError value on hold-out data: 0.0010238168761134148
Epoch: 189
Loss on hold-out set: 1.4838833390758036e-06
MeanAbsoluteError value on hold-out data: 0.00097761582583189
Epoch: 190
Loss on hold-out set: 7.525680241717334e-07
MeanAbsoluteError value on hold-out data: 0.0007307104533538222
Epoch: 191
Loss on hold-out set: 8.711934443594006e-07
MeanAbsoluteError value on hold-out data: 0.0007393744308501482
Epoch: 192
Loss on hold-out set: 1.4811741248894787e-06
MeanAbsoluteError value on hold-out data: 0.0009851366048678756
Epoch: 193
Loss on hold-out set: 7.301729469260793e-07
MeanAbsoluteError value on hold-out data: 0.0007185946451500058
Epoch: 194
Loss on hold-out set: 1.1711237255859976e-06
MeanAbsoluteError value on hold-out data: 0.0009112395346164703
Epoch: 195
Loss on hold-out set: 7.426039631424758e-07
MeanAbsoluteError value on hold-out data: 0.0007046160171739757
Epoch: 196
Loss on hold-out set: 8.295700616018237e-07
MeanAbsoluteError value on hold-out data: 0.0007321556913666427
Epoch: 197
Loss on hold-out set: 8.116782252133047e-07
MeanAbsoluteError value on hold-out data: 0.0007508206181228161
Epoch: 198
Loss on hold-out set: 1.303080195542022e-06
MeanAbsoluteError value on hold-out data: 0.0008934087818488479
Epoch: 199
Loss on hold-out set: 3.1168711022753714e-06
MeanAbsoluteError value on hold-out data: 0.0015813261270523071
Epoch: 200
Loss on hold-out set: 8.690754388960788e-07
MeanAbsoluteError value on hold-out data: 0.0007384505588561296
Epoch: 201
Loss on hold-out set: 9.107657009420878e-07
MeanAbsoluteError value on hold-out data: 0.0007602964178659022
Epoch: 202
Loss on hold-out set: 7.327219140489223e-07
MeanAbsoluteError value on hold-out data: 0.0007200058316811919
Epoch: 203
Loss on hold-out set: 8.430102389831098e-07
MeanAbsoluteError value on hold-out data: 0.0007758798310533166
Epoch: 204
Loss on hold-out set: 1.4798904080984917e-06
MeanAbsoluteError value on hold-out data: 0.000970433815382421
Epoch: 205
Loss on hold-out set: 2.3670800496452453e-06
MeanAbsoluteError value on hold-out data: 0.001340797869488597
Epoch: 206
Loss on hold-out set: 1.338689645973108e-06
MeanAbsoluteError value on hold-out data: 0.0009516248246654868
Epoch: 207
Loss on hold-out set: 1.8191511799159343e-06
MeanAbsoluteError value on hold-out data: 0.0011486589210107923
Epoch: 208
Loss on hold-out set: 1.635690794570949e-06
MeanAbsoluteError value on hold-out data: 0.0010624172864481807
Epoch: 209
Loss on hold-out set: 7.577043386565772e-07
MeanAbsoluteError value on hold-out data: 0.0007372995605692267
Epoch: 210
Loss on hold-out set: 7.274493283987865e-07
MeanAbsoluteError value on hold-out data: 0.0007270114729180932
Epoch: 211
Loss on hold-out set: 8.627110682587395e-07
MeanAbsoluteError value on hold-out data: 0.0007680913549847901
Epoch: 212
Loss on hold-out set: 1.59361770740291e-06
MeanAbsoluteError value on hold-out data: 0.0010518379276618361
Epoch: 213
Loss on hold-out set: 1.2081253915906787e-06
MeanAbsoluteError value on hold-out data: 0.0008569929050281644
Epoch: 214
Loss on hold-out set: 8.688575121595932e-07
MeanAbsoluteError value on hold-out data: 0.0007420568144880235
Epoch: 215
Loss on hold-out set: 9.122652281453506e-07
MeanAbsoluteError value on hold-out data: 0.000789267651271075
Epoch: 216
Loss on hold-out set: 7.642108834296288e-07
MeanAbsoluteError value on hold-out data: 0.0007193158380687237
Epoch: 217
Loss on hold-out set: 2.016469859602064e-06
MeanAbsoluteError value on hold-out data: 0.0011848624562844634
Epoch: 218
Loss on hold-out set: 7.591862465862785e-07
MeanAbsoluteError value on hold-out data: 0.000718149240128696
Epoch: 219
Loss on hold-out set: 2.1126204676245552e-06
MeanAbsoluteError value on hold-out data: 0.0012348245363682508
Epoch: 220
Loss on hold-out set: 8.529883490819674e-07
MeanAbsoluteError value on hold-out data: 0.0007722759037278593
Epoch: 221
Loss on hold-out set: 7.247314106105198e-07
MeanAbsoluteError value on hold-out data: 0.0007256658282130957
Epoch: 222
Loss on hold-out set: 7.402914548038098e-07
MeanAbsoluteError value on hold-out data: 0.0007215930381789804
Epoch: 223
Loss on hold-out set: 7.386757156032568e-07
MeanAbsoluteError value on hold-out data: 0.0007308293716050684
Epoch: 224
Loss on hold-out set: 1.1246926524458663e-06
MeanAbsoluteError value on hold-out data: 0.0008537322864867747
Epoch: 225
Loss on hold-out set: 8.859907110875681e-07
MeanAbsoluteError value on hold-out data: 0.000754594977479428
Epoch: 226
Loss on hold-out set: 8.552443791114246e-07
MeanAbsoluteError value on hold-out data: 0.0007507934933528304
Epoch: 227
Loss on hold-out set: 7.263592432484354e-07
MeanAbsoluteError value on hold-out data: 0.0007252403302118182
Epoch: 228
Loss on hold-out set: 8.428649668810697e-07
MeanAbsoluteError value on hold-out data: 0.0007639692048542202
Epoch: 229
Loss on hold-out set: 1.6320873197191058e-06
MeanAbsoluteError value on hold-out data: 0.0010593265760689974
Epoch: 230
Loss on hold-out set: 2.9039714578315256e-06
MeanAbsoluteError value on hold-out data: 0.0015049517387524247
Epoch: 231
Loss on hold-out set: 1.282045052273763e-06
MeanAbsoluteError value on hold-out data: 0.0009327034931629896
Epoch: 232
Loss on hold-out set: 1.0491577313587186e-06
MeanAbsoluteError value on hold-out data: 0.0008181139710359275
Epoch: 233
Loss on hold-out set: 7.946750534196885e-07
MeanAbsoluteError value on hold-out data: 0.0007536945631727576
Epoch: 234
Loss on hold-out set: 8.390778232908885e-07
MeanAbsoluteError value on hold-out data: 0.000770905171521008
Epoch: 235
Loss on hold-out set: 1.446659056752581e-06
MeanAbsoluteError value on hold-out data: 0.000984625075943768
Epoch: 236
Loss on hold-out set: 7.628975643351273e-07
MeanAbsoluteError value on hold-out data: 0.0007104517426341772
Epoch: 237
Loss on hold-out set: 1.122962260069471e-06
MeanAbsoluteError value on hold-out data: 0.0008659762097522616
Epoch: 238
Loss on hold-out set: 8.806577948934529e-07
MeanAbsoluteError value on hold-out data: 0.0007845948566682637
Epoch: 239
Loss on hold-out set: 8.606411873083393e-07
MeanAbsoluteError value on hold-out data: 0.0007614957285113633
Epoch: 240
Loss on hold-out set: 2.9047981972605785e-06
MeanAbsoluteError value on hold-out data: 0.0014868691796436906
Epoch: 241
Loss on hold-out set: 7.898410398883453e-07
MeanAbsoluteError value on hold-out data: 0.0007593899499624968
Epoch: 242
Loss on hold-out set: 7.670502941874264e-07
MeanAbsoluteError value on hold-out data: 0.0007331333472393453
Epoch: 243
Loss on hold-out set: 7.552745907665108e-07
MeanAbsoluteError value on hold-out data: 0.0007344763143919408
Epoch: 244
Loss on hold-out set: 7.188428292273294e-07
MeanAbsoluteError value on hold-out data: 0.0007200816180557013
Epoch: 245
Loss on hold-out set: 9.469802189589525e-07
MeanAbsoluteError value on hold-out data: 0.0007669798796996474
Epoch: 246
Loss on hold-out set: 2.2749690935177987e-06
MeanAbsoluteError value on hold-out data: 0.0012442764127627015
Epoch: 247
Loss on hold-out set: 8.408739966206177e-07
MeanAbsoluteError value on hold-out data: 0.0007275005918927491
Epoch: 248
Loss on hold-out set: 7.287025333915573e-07
MeanAbsoluteError value on hold-out data: 0.0007181867840699852
Epoch: 249
Loss on hold-out set: 2.052504030941166e-06
MeanAbsoluteError value on hold-out data: 0.0012095897691324353
Epoch: 250
Loss on hold-out set: 1.7161749190983335e-06
MeanAbsoluteError value on hold-out data: 0.0010685910237953067
Epoch: 251
Loss on hold-out set: 7.436011584944097e-07
MeanAbsoluteError value on hold-out data: 0.0007285246974788606
Epoch: 252
Loss on hold-out set: 7.612206288216e-07
MeanAbsoluteError value on hold-out data: 0.0007365593337453902
Epoch: 253
Loss on hold-out set: 8.366993667480599e-07
MeanAbsoluteError value on hold-out data: 0.0007728841155767441
Epoch: 254
Loss on hold-out set: 8.806518460110406e-07
MeanAbsoluteError value on hold-out data: 0.0007813878473825753
Epoch: 255
Loss on hold-out set: 8.063550970186602e-07
MeanAbsoluteError value on hold-out data: 0.0007385089411400259
Epoch: 256
Loss on hold-out set: 1.3820599589892552e-06
MeanAbsoluteError value on hold-out data: 0.0009149065590463579
Epoch: 257
Loss on hold-out set: 7.428309564042697e-07
MeanAbsoluteError value on hold-out data: 0.0007279578130692244
Epoch: 258
Loss on hold-out set: 7.552293827582337e-07
MeanAbsoluteError value on hold-out data: 0.0007280308636836708
Epoch: 259
Loss on hold-out set: 8.481129218405561e-07
MeanAbsoluteError value on hold-out data: 0.0007723986636847258
Epoch: 260
Loss on hold-out set: 3.1069024281840448e-06
MeanAbsoluteError value on hold-out data: 0.0015470371581614017
Epoch: 261
Loss on hold-out set: 7.659301694764928e-07
MeanAbsoluteError value on hold-out data: 0.0007358115981332958
Epoch: 262
Loss on hold-out set: 7.424369058001573e-07
MeanAbsoluteError value on hold-out data: 0.0007258957484737039
Epoch: 263
Loss on hold-out set: 7.599970064557755e-07
MeanAbsoluteError value on hold-out data: 0.0007320062723010778
Epoch: 264
Loss on hold-out set: 9.609845637197186e-07
MeanAbsoluteError value on hold-out data: 0.000801785965450108
Epoch: 265
Loss on hold-out set: 7.276436760478716e-07
MeanAbsoluteError value on hold-out data: 0.0006971654947847128
Epoch: 266
Loss on hold-out set: 7.912354559581357e-07
MeanAbsoluteError value on hold-out data: 0.0007284834864549339
Epoch: 267
Loss on hold-out set: 1.2582246733053091e-06
MeanAbsoluteError value on hold-out data: 0.0009082052274607122
Epoch: 268
Loss on hold-out set: 2.1156062600242035e-06
MeanAbsoluteError value on hold-out data: 0.0012486603809520602
Epoch: 269
Loss on hold-out set: 2.9715772554412138e-06
MeanAbsoluteError value on hold-out data: 0.0015227777184918523
Epoch: 270
Loss on hold-out set: 1.411247174368887e-06
MeanAbsoluteError value on hold-out data: 0.0009749417658895254
Epoch: 271
Loss on hold-out set: 1.1581281066460529e-06
MeanAbsoluteError value on hold-out data: 0.0008549363119527698
Epoch: 272
Loss on hold-out set: 1.1446639929929986e-06
MeanAbsoluteError value on hold-out data: 0.0008820316288620234
Epoch: 273
Loss on hold-out set: 8.156826494926534e-07
MeanAbsoluteError value on hold-out data: 0.0007507739937864244
Epoch: 274
Loss on hold-out set: 7.566136839788949e-07
MeanAbsoluteError value on hold-out data: 0.0007328882347792387
Epoch: 275
Loss on hold-out set: 6.989244940751422e-07
MeanAbsoluteError value on hold-out data: 0.0007086374680511653
Epoch: 276
Loss on hold-out set: 1.3050696277507366e-06
MeanAbsoluteError value on hold-out data: 0.0009059205767698586
Epoch: 277
Loss on hold-out set: 9.088382258736461e-07
MeanAbsoluteError value on hold-out data: 0.0007889954722486436
Epoch: 278
Loss on hold-out set: 7.635293669111959e-07
MeanAbsoluteError value on hold-out data: 0.0007086095865815878
Epoch: 279
Loss on hold-out set: 8.95201878847729e-07
MeanAbsoluteError value on hold-out data: 0.0007523202802985907
Epoch: 280
Loss on hold-out set: 1.6866490612371238e-06
MeanAbsoluteError value on hold-out data: 0.0010620212415233254
Epoch: 281
Loss on hold-out set: 8.322963345528059e-07
MeanAbsoluteError value on hold-out data: 0.0007477434701286256
Epoch: 282
Loss on hold-out set: 1.6436423711988587e-06
MeanAbsoluteError value on hold-out data: 0.001037510926835239
Epoch: 283
Loss on hold-out set: 7.654543572663478e-07
MeanAbsoluteError value on hold-out data: 0.0007389433449134231
Epoch: 284
Loss on hold-out set: 1.469335947271807e-06
MeanAbsoluteError value on hold-out data: 0.0009778416715562344
Epoch: 285
Loss on hold-out set: 7.292721765959589e-07
MeanAbsoluteError value on hold-out data: 0.0007123518153093755
Epoch: 286
Loss on hold-out set: 2.479765787309309e-06
MeanAbsoluteError value on hold-out data: 0.001374399638734758
Epoch: 287
Loss on hold-out set: 7.32271394973885e-07
MeanAbsoluteError value on hold-out data: 0.0007077925838530064
Epoch: 288
Loss on hold-out set: 8.091102450599955e-07
MeanAbsoluteError value on hold-out data: 0.0007570841698907316
Epoch: 289
Loss on hold-out set: 9.686362016754383e-07
MeanAbsoluteError value on hold-out data: 0.0007606144063174725
Epoch: 290
Loss on hold-out set: 1.1211080321188022e-06
MeanAbsoluteError value on hold-out data: 0.000843565387185663
Epoch: 291
Loss on hold-out set: 8.333137596029981e-07
MeanAbsoluteError value on hold-out data: 0.0007578693912364542
Epoch: 292
Loss on hold-out set: 4.034540867136317e-06
MeanAbsoluteError value on hold-out data: 0.0017787129618227482
Epoch: 293
Loss on hold-out set: 8.614648484476325e-07
MeanAbsoluteError value on hold-out data: 0.0007478781044483185
Epoch: 294
Loss on hold-out set: 2.1224406229801107e-06
MeanAbsoluteError value on hold-out data: 0.0012334499042481184
Epoch: 295
Loss on hold-out set: 8.374962743136376e-07
MeanAbsoluteError value on hold-out data: 0.0007729989010840654
Epoch: 296
Loss on hold-out set: 7.238977034900856e-07
MeanAbsoluteError value on hold-out data: 0.0007037028553895652
Epoch: 297
Loss on hold-out set: 1.4614143336844932e-06
MeanAbsoluteError value on hold-out data: 0.0009366979356855154
Epoch: 298
Loss on hold-out set: 9.957946721565e-07
MeanAbsoluteError value on hold-out data: 0.0007751673692837358
Epoch: 299
Loss on hold-out set: 1.2319503989251993e-06
MeanAbsoluteError value on hold-out data: 0.0009058816940523684
Epoch: 300
Loss on hold-out set: 9.35949132623976e-07
MeanAbsoluteError value on hold-out data: 0.0007820141036063433
Epoch: 301
Loss on hold-out set: 7.279041959953667e-07
MeanAbsoluteError value on hold-out data: 0.0007219071849249303
Epoch: 302
Loss on hold-out set: 9.969323724152882e-07
MeanAbsoluteError value on hold-out data: 0.0007824480417184532
Epoch: 303
Loss on hold-out set: 9.12660423269839e-07
MeanAbsoluteError value on hold-out data: 0.0007956363260746002
Epoch: 304
Loss on hold-out set: 8.407592527139338e-07
MeanAbsoluteError value on hold-out data: 0.0007690711063332856
Epoch: 305
Loss on hold-out set: 7.446107118242323e-07
MeanAbsoluteError value on hold-out data: 0.000738169124815613
Epoch: 306
Loss on hold-out set: 7.159643976487691e-07
MeanAbsoluteError value on hold-out data: 0.0007142078829929233
Epoch: 307
Loss on hold-out set: 1.0556180624322364e-06
MeanAbsoluteError value on hold-out data: 0.0008521933923475444
Epoch: 308
Loss on hold-out set: 7.884023100009822e-07
MeanAbsoluteError value on hold-out data: 0.0007231917697936296
Epoch: 309
Loss on hold-out set: 7.618410922287484e-07
MeanAbsoluteError value on hold-out data: 0.0007318833377212286
Epoch: 310
Loss on hold-out set: 1.268465498382144e-06
MeanAbsoluteError value on hold-out data: 0.0009171268320642412
Epoch: 311
Loss on hold-out set: 1.1425364094135987e-06
MeanAbsoluteError value on hold-out data: 0.0008238950395025313
Epoch: 312
Loss on hold-out set: 8.437835576230029e-07
MeanAbsoluteError value on hold-out data: 0.0007385832723230124
Epoch: 313
Loss on hold-out set: 8.594277475664896e-07
MeanAbsoluteError value on hold-out data: 0.0007879832410253584
Epoch: 314
Loss on hold-out set: 8.769653732088045e-07
MeanAbsoluteError value on hold-out data: 0.0007597460644319654
Epoch: 315
Loss on hold-out set: 1.6944328098571323e-06
MeanAbsoluteError value on hold-out data: 0.0010904382215812802
Epoch: 316
Loss on hold-out set: 7.641512612420998e-07
MeanAbsoluteError value on hold-out data: 0.0007411256665363908
Epoch: 317
Loss on hold-out set: 1.1994079307861773e-06
MeanAbsoluteError value on hold-out data: 0.0009074967820197344
Epoch: 318
Loss on hold-out set: 8.049185304606418e-07
MeanAbsoluteError value on hold-out data: 0.0007493524462915957
Epoch: 319
Loss on hold-out set: 1.0439828770358872e-06
MeanAbsoluteError value on hold-out data: 0.0008400539518333972
Epoch: 320
Loss on hold-out set: 8.141549935421958e-07
MeanAbsoluteError value on hold-out data: 0.0007592056063003838
Epoch: 321
Loss on hold-out set: 5.5647349024813875e-06
MeanAbsoluteError value on hold-out data: 0.002201659604907036
Epoch: 322
Loss on hold-out set: 7.943487765679982e-07
MeanAbsoluteError value on hold-out data: 0.0007258318364620209
Epoch: 323
Loss on hold-out set: 7.697592864657893e-07
MeanAbsoluteError value on hold-out data: 0.000717950752004981
Epoch: 324
Loss on hold-out set: 7.740924602855487e-07
MeanAbsoluteError value on hold-out data: 0.0007264122250489891
Epoch: 325
Loss on hold-out set: 1.2316898374382827e-06
MeanAbsoluteError value on hold-out data: 0.0009246514528058469
Epoch: 326
Loss on hold-out set: 9.027700050760009e-07
MeanAbsoluteError value on hold-out data: 0.0007817950681783259
Epoch: 327
Loss on hold-out set: 7.7078622841607e-07
MeanAbsoluteError value on hold-out data: 0.0007389779202640057
Epoch: 328
Loss on hold-out set: 1.0803437843466013e-06
MeanAbsoluteError value on hold-out data: 0.0008704917854629457
Epoch: 329
Loss on hold-out set: 1.5776319366103473e-06
MeanAbsoluteError value on hold-out data: 0.0010579531081020832
Epoch: 330
Loss on hold-out set: 1.7970461997790083e-06
MeanAbsoluteError value on hold-out data: 0.0011358599876984954
Epoch: 331
Loss on hold-out set: 9.269149184267287e-07
MeanAbsoluteError value on hold-out data: 0.000775712716858834
Epoch: 332
Loss on hold-out set: 1.3333050077335429e-06
MeanAbsoluteError value on hold-out data: 0.0008920542313717306
Epoch: 333
Loss on hold-out set: 9.333571306604846e-07
MeanAbsoluteError value on hold-out data: 0.0007731366786174476
Epoch: 334
Loss on hold-out set: 2.724801876096395e-06
MeanAbsoluteError value on hold-out data: 0.0014274837449193
Epoch: 335
Loss on hold-out set: 2.0854962048570787e-06
MeanAbsoluteError value on hold-out data: 0.001234753872267902
Epoch: 336
Loss on hold-out set: 1.0688638317683049e-06
MeanAbsoluteError value on hold-out data: 0.0008235985296778381
Epoch: 337
Loss on hold-out set: 7.383872735125316e-07
MeanAbsoluteError value on hold-out data: 0.0007351972162723541
Epoch: 338
Loss on hold-out set: 1.1643839839664977e-06
MeanAbsoluteError value on hold-out data: 0.0008923481218516827
Epoch: 339
Loss on hold-out set: 7.46646920700956e-07
MeanAbsoluteError value on hold-out data: 0.000712364970240742
Epoch: 340
Loss on hold-out set: 7.970721469519049e-07
MeanAbsoluteError value on hold-out data: 0.000732819433324039
Epoch: 341
Loss on hold-out set: 9.013344442092392e-07
MeanAbsoluteError value on hold-out data: 0.0007556420750916004
Epoch: 342
Loss on hold-out set: 1.5080149532528035e-06
MeanAbsoluteError value on hold-out data: 0.000992245739325881
Epoch: 343
Loss on hold-out set: 1.3810037732862559e-06
MeanAbsoluteError value on hold-out data: 0.0009720035013742745
Epoch: 344
Loss on hold-out set: 1.4527403034382867e-06
MeanAbsoluteError value on hold-out data: 0.0009554050047881901
Epoch: 345
Loss on hold-out set: 8.307951720081081e-07
MeanAbsoluteError value on hold-out data: 0.0007638849201612175
Epoch: 346
Loss on hold-out set: 1.6300612409955088e-06
MeanAbsoluteError value on hold-out data: 0.001030462677590549
Epoch: 347
Loss on hold-out set: 9.083836971512937e-07
MeanAbsoluteError value on hold-out data: 0.000793693820014596
Epoch: 348
Loss on hold-out set: 7.668876509552109e-07
MeanAbsoluteError value on hold-out data: 0.0007427611853927374
Epoch: 349
Loss on hold-out set: 9.534022441270141e-07
MeanAbsoluteError value on hold-out data: 0.0007689697085879743
Epoch: 350
Loss on hold-out set: 1.3499949449606693e-06
MeanAbsoluteError value on hold-out data: 0.0009351838962174952
Epoch: 351
Loss on hold-out set: 1.71389091117537e-06
MeanAbsoluteError value on hold-out data: 0.0011096111265942454
Epoch: 352
Loss on hold-out set: 7.737370905348283e-07
MeanAbsoluteError value on hold-out data: 0.0007432998972944915
Epoch: 353
Loss on hold-out set: 1.1027045445644035e-06
MeanAbsoluteError value on hold-out data: 0.0008545010350644588
Epoch: 354
Loss on hold-out set: 1.0437467516602248e-06
MeanAbsoluteError value on hold-out data: 0.0008195750997401774
Epoch: 355
Loss on hold-out set: 9.39082260979026e-07
MeanAbsoluteError value on hold-out data: 0.0008069868199527264
Epoch: 356
Loss on hold-out set: 8.264430321630173e-07
MeanAbsoluteError value on hold-out data: 0.0007360964082181454
Epoch: 357
Loss on hold-out set: 7.891402359606358e-07
MeanAbsoluteError value on hold-out data: 0.0007442369242198765
Epoch: 358
Loss on hold-out set: 7.677546311522467e-07
MeanAbsoluteError value on hold-out data: 0.0007187194423750043
Epoch: 359
Loss on hold-out set: 8.241899405010582e-07
MeanAbsoluteError value on hold-out data: 0.0007449781987816095
Epoch: 360
Loss on hold-out set: 1.0972088528678096e-06
MeanAbsoluteError value on hold-out data: 0.000812489481177181
Epoch: 361
Loss on hold-out set: 1.3753676521096518e-06
MeanAbsoluteError value on hold-out data: 0.0009371882188133895
Epoch: 362
Loss on hold-out set: 7.134717219077385e-07
MeanAbsoluteError value on hold-out data: 0.0007227954920381308
Epoch: 363
Loss on hold-out set: 7.371676892157316e-07
MeanAbsoluteError value on hold-out data: 0.0007106292759999633
Epoch: 364
Loss on hold-out set: 9.32785912237495e-07
MeanAbsoluteError value on hold-out data: 0.0008037665393203497
Epoch: 365
Loss on hold-out set: 1.1765781970587761e-06
MeanAbsoluteError value on hold-out data: 0.0008678880985826254
Epoch: 366
Loss on hold-out set: 1.3607013110791181e-06
MeanAbsoluteError value on hold-out data: 0.0009234347962774336
Epoch: 367
Loss on hold-out set: 7.239376316192647e-07
MeanAbsoluteError value on hold-out data: 0.0007093317108228803
Epoch: 368
Loss on hold-out set: 9.662443989537469e-07
MeanAbsoluteError value on hold-out data: 0.0007904100348241627
Epoch: 369
Loss on hold-out set: 7.987099588892586e-07
MeanAbsoluteError value on hold-out data: 0.0007443494396284223
Epoch: 370
Loss on hold-out set: 1.0427369217653065e-06
MeanAbsoluteError value on hold-out data: 0.0008430765010416508
Epoch: 371
Loss on hold-out set: 9.323319257139071e-07
MeanAbsoluteError value on hold-out data: 0.0007481896318495274
Epoch: 372
Loss on hold-out set: 1.121755421816208e-06
MeanAbsoluteError value on hold-out data: 0.0008663921034894884
Epoch: 373
Loss on hold-out set: 1.8446961663497718e-06
MeanAbsoluteError value on hold-out data: 0.001151932287029922
Epoch: 374
Loss on hold-out set: 7.93058662706104e-07
MeanAbsoluteError value on hold-out data: 0.0007336490671150386
Epoch: 375
Loss on hold-out set: 3.2026688796367334e-06
MeanAbsoluteError value on hold-out data: 0.0015777855878695846
Epoch: 376
Loss on hold-out set: 7.407748064189526e-07
MeanAbsoluteError value on hold-out data: 0.0007102066883817315
Epoch: 377
Loss on hold-out set: 4.4359864414918075e-06
MeanAbsoluteError value on hold-out data: 0.0019271234050393105
Epoch: 378
Loss on hold-out set: 7.863425275025712e-07
MeanAbsoluteError value on hold-out data: 0.0007413180428557098
Epoch: 379
Loss on hold-out set: 2.514050405667289e-06
MeanAbsoluteError value on hold-out data: 0.0013617246877402067
Epoch: 380
Loss on hold-out set: 8.982717115093062e-07
MeanAbsoluteError value on hold-out data: 0.0007637750823050737
Epoch: 381
Loss on hold-out set: 7.592288747778534e-07
MeanAbsoluteError value on hold-out data: 0.0007222366402857006
Epoch: 382
Loss on hold-out set: 7.351884855429839e-07
MeanAbsoluteError value on hold-out data: 0.0007255241507664323
Epoch: 383
Loss on hold-out set: 9.814725081888844e-07
MeanAbsoluteError value on hold-out data: 0.000790403108112514
Epoch: 384
Loss on hold-out set: 7.589335458883047e-07
MeanAbsoluteError value on hold-out data: 0.0007427881937474012
Epoch: 385
Loss on hold-out set: 9.445391001988285e-07
MeanAbsoluteError value on hold-out data: 0.0007795132696628571
Epoch: 386
Loss on hold-out set: 8.425827939635593e-07
MeanAbsoluteError value on hold-out data: 0.0007673595100641251
Epoch: 387
Loss on hold-out set: 9.008136622959192e-07
MeanAbsoluteError value on hold-out data: 0.0007813369738869369
Epoch: 388
Loss on hold-out set: 7.320847233726314e-07
MeanAbsoluteError value on hold-out data: 0.0007154335035011172
Epoch: 389
Loss on hold-out set: 7.729522556369025e-07
MeanAbsoluteError value on hold-out data: 0.0007348299841396511
Epoch: 390
Loss on hold-out set: 7.415988818593178e-07
MeanAbsoluteError value on hold-out data: 0.0007271638605743647
Epoch: 391
Loss on hold-out set: 2.170676033039434e-06
MeanAbsoluteError value on hold-out data: 0.0011781897628679872
Epoch: 392
Loss on hold-out set: 7.031760538631296e-07
MeanAbsoluteError value on hold-out data: 0.0007022717036306858
Epoch: 393
Loss on hold-out set: 8.561781437667657e-07
MeanAbsoluteError value on hold-out data: 0.0007433409336954355
Epoch: 394
Loss on hold-out set: 7.213697083093743e-07
MeanAbsoluteError value on hold-out data: 0.0007250568014569581
Epoch: 395
Loss on hold-out set: 7.479300581263277e-07
MeanAbsoluteError value on hold-out data: 0.0007200975087471306
Epoch: 396
Loss on hold-out set: 1.3777692712525236e-06
MeanAbsoluteError value on hold-out data: 0.0009284514817409217
Epoch: 397
Loss on hold-out set: 8.231872313374949e-07
MeanAbsoluteError value on hold-out data: 0.0007309236098080873
Epoch: 398
Loss on hold-out set: 1.5872886583915365e-06
MeanAbsoluteError value on hold-out data: 0.0010093856835737824
Epoch: 399
Loss on hold-out set: 1.3664393853000197e-06
MeanAbsoluteError value on hold-out data: 0.0009279464720748365
Epoch: 400
Loss on hold-out set: 2.7633292959832875e-06
MeanAbsoluteError value on hold-out data: 0.001393684884533286
Epoch: 401
Loss on hold-out set: 1.1670532995384956e-06
MeanAbsoluteError value on hold-out data: 0.0008730547269806266
Epoch: 402
Loss on hold-out set: 7.285247665304968e-07
MeanAbsoluteError value on hold-out data: 0.0007116112392395735
Epoch: 403
Loss on hold-out set: 8.244029262326736e-07
MeanAbsoluteError value on hold-out data: 0.0007600183598697186
Early stopping at epoch 402
Fold: 4
Epoch: 1
Loss on hold-out set: 0.03281380214656775
MeanAbsoluteError value on hold-out data: 0.14192114770412445
Epoch: 2
Loss on hold-out set: 0.031843717281634994
MeanAbsoluteError value on hold-out data: 0.1400156468153
Epoch: 3
Loss on hold-out set: 0.03234561410947488
MeanAbsoluteError value on hold-out data: 0.13795556128025055
Epoch: 4
Loss on hold-out set: 0.030739956607039157
MeanAbsoluteError value on hold-out data: 0.13667863607406616
Epoch: 5
Loss on hold-out set: 0.03049170573313649
MeanAbsoluteError value on hold-out data: 0.13476894795894623
Epoch: 6
Loss on hold-out set: 0.02955696151520197
MeanAbsoluteError value on hold-out data: 0.13326500356197357
Epoch: 7
Loss on hold-out set: 0.029680450160342913
MeanAbsoluteError value on hold-out data: 0.13200508058071136
Epoch: 8
Loss on hold-out set: 0.028627530850756627
MeanAbsoluteError value on hold-out data: 0.13040819764137268
Epoch: 9
Loss on hold-out set: 0.02662348123983695
MeanAbsoluteError value on hold-out data: 0.12889480590820312
Epoch: 10
Loss on hold-out set: 0.02639351075944992
MeanAbsoluteError value on hold-out data: 0.12730450928211212
Epoch: 11
Loss on hold-out set: 0.02653416281995865
MeanAbsoluteError value on hold-out data: 0.12552881240844727
Epoch: 12
Loss on hold-out set: 0.02431630973632519
MeanAbsoluteError value on hold-out data: 0.12305600941181183
Epoch: 13
Loss on hold-out set: 0.02372031121586378
MeanAbsoluteError value on hold-out data: 0.12111857533454895
Epoch: 14
Loss on hold-out set: 0.023342364969161842
MeanAbsoluteError value on hold-out data: 0.11854059994220734
Epoch: 15
Loss on hold-out set: 0.023100549784990456
MeanAbsoluteError value on hold-out data: 0.11645781248807907
Epoch: 16
Loss on hold-out set: 0.02283897200742593
MeanAbsoluteError value on hold-out data: 0.1145707219839096
Epoch: 17
Loss on hold-out set: 0.0207263665058865
MeanAbsoluteError value on hold-out data: 0.11260955035686493
Epoch: 18
Loss on hold-out set: 0.02040992211550474
MeanAbsoluteError value on hold-out data: 0.11149048805236816
Epoch: 19
Loss on hold-out set: 0.019358616286458876
MeanAbsoluteError value on hold-out data: 0.10822939872741699
Epoch: 20
Loss on hold-out set: 0.018428411048192244
MeanAbsoluteError value on hold-out data: 0.10578617453575134
Epoch: 21
Loss on hold-out set: 0.017508628563239023
MeanAbsoluteError value on hold-out data: 0.103690005838871
Epoch: 22
Loss on hold-out set: 0.016861922250917323
MeanAbsoluteError value on hold-out data: 0.10157452523708344
Epoch: 23
Loss on hold-out set: 0.01615551493775386
MeanAbsoluteError value on hold-out data: 0.09933526813983917
Epoch: 24
Loss on hold-out set: 0.015359459122499594
MeanAbsoluteError value on hold-out data: 0.09711576253175735
Epoch: 25
Loss on hold-out set: 0.01462550457710257
MeanAbsoluteError value on hold-out data: 0.09481977671384811
Epoch: 26
Loss on hold-out set: 0.01441731357660431
MeanAbsoluteError value on hold-out data: 0.09304335713386536
Epoch: 27
Loss on hold-out set: 0.013699737843126059
MeanAbsoluteError value on hold-out data: 0.09088937938213348
Epoch: 28
Loss on hold-out set: 0.012563865130337385
MeanAbsoluteError value on hold-out data: 0.08807460963726044
Epoch: 29
Loss on hold-out set: 0.012313755909697367
MeanAbsoluteError value on hold-out data: 0.08583494275808334
Epoch: 30
Loss on hold-out set: 0.011266186484135687
MeanAbsoluteError value on hold-out data: 0.08491358160972595
Epoch: 31
Loss on hold-out set: 0.01114754955499218
MeanAbsoluteError value on hold-out data: 0.08146962523460388
Epoch: 32
Loss on hold-out set: 0.010100274919890441
MeanAbsoluteError value on hold-out data: 0.07985232025384903
Epoch: 33
Loss on hold-out set: 0.009609991792016305
MeanAbsoluteError value on hold-out data: 0.07744883745908737
Epoch: 34
Loss on hold-out set: 0.009114021650300575
MeanAbsoluteError value on hold-out data: 0.07494562864303589
Epoch: 35
Loss on hold-out set: 0.009028583890400253
MeanAbsoluteError value on hold-out data: 0.07552751898765564
Epoch: 36
Loss on hold-out set: 0.008111479486195514
MeanAbsoluteError value on hold-out data: 0.07020282745361328
Epoch: 37
Loss on hold-out set: 0.007414878363935993
MeanAbsoluteError value on hold-out data: 0.06851092725992203
Epoch: 38
Loss on hold-out set: 0.007203247451868195
MeanAbsoluteError value on hold-out data: 0.0682063177227974
Epoch: 39
Loss on hold-out set: 0.006614610445327484
MeanAbsoluteError value on hold-out data: 0.06369327008724213
Epoch: 40
Loss on hold-out set: 0.0062157601530018905
MeanAbsoluteError value on hold-out data: 0.06206781789660454
Epoch: 41
Loss on hold-out set: 0.005901263032753307
MeanAbsoluteError value on hold-out data: 0.06215442344546318
Epoch: 42
Loss on hold-out set: 0.005381781200412661
MeanAbsoluteError value on hold-out data: 0.059739500284194946
Epoch: 43
Loss on hold-out set: 0.004993570717768027
MeanAbsoluteError value on hold-out data: 0.056693416088819504
Epoch: 44
Loss on hold-out set: 0.004768483878041689
MeanAbsoluteError value on hold-out data: 0.053308214992284775
Epoch: 45
Loss on hold-out set: 0.004179707356692793
MeanAbsoluteError value on hold-out data: 0.05167776718735695
Epoch: 46
Loss on hold-out set: 0.003913915662381511
MeanAbsoluteError value on hold-out data: 0.051102813333272934
Epoch: 47
Loss on hold-out set: 0.0035647285179808163
MeanAbsoluteError value on hold-out data: 0.047021642327308655
Epoch: 48
Loss on hold-out set: 0.0031603903939517643
MeanAbsoluteError value on hold-out data: 0.04474077746272087
Epoch: 49
Loss on hold-out set: 0.0030761919020173643
MeanAbsoluteError value on hold-out data: 0.04461107775568962
Epoch: 50
Loss on hold-out set: 0.0027310283509835312
MeanAbsoluteError value on hold-out data: 0.0419849269092083
Epoch: 51
Loss on hold-out set: 0.0023907416124040117
MeanAbsoluteError value on hold-out data: 0.03934841230511665
Epoch: 52
Loss on hold-out set: 0.002145358513539227
MeanAbsoluteError value on hold-out data: 0.037306662648916245
Epoch: 53
Loss on hold-out set: 0.0019667333914325214
MeanAbsoluteError value on hold-out data: 0.03626731410622597
Epoch: 54
Loss on hold-out set: 0.0017021854739421262
MeanAbsoluteError value on hold-out data: 0.03239062428474426
Epoch: 55
Loss on hold-out set: 0.0016454411581015359
MeanAbsoluteError value on hold-out data: 0.030659520998597145
Epoch: 56
Loss on hold-out set: 0.0012975951652221668
MeanAbsoluteError value on hold-out data: 0.028505666181445122
Epoch: 57
Loss on hold-out set: 0.001099347611531042
MeanAbsoluteError value on hold-out data: 0.026668183505535126
Epoch: 58
Loss on hold-out set: 0.0009823721260405504
MeanAbsoluteError value on hold-out data: 0.025416376069188118
Epoch: 59
Loss on hold-out set: 0.000844319586086875
MeanAbsoluteError value on hold-out data: 0.023463649675250053
Epoch: 60
Loss on hold-out set: 0.0007061807644696763
MeanAbsoluteError value on hold-out data: 0.021367361769080162
Epoch: 61
Loss on hold-out set: 0.0005940796735768134
MeanAbsoluteError value on hold-out data: 0.01915581524372101
Epoch: 62
Loss on hold-out set: 0.0005144518464266395
MeanAbsoluteError value on hold-out data: 0.017582286149263382
Epoch: 63
Loss on hold-out set: 0.00041919136128854007
MeanAbsoluteError value on hold-out data: 0.016291169449687004
Epoch: 64
Loss on hold-out set: 0.00034450181388260366
MeanAbsoluteError value on hold-out data: 0.014753264375030994
Epoch: 65
Loss on hold-out set: 0.0002983415772457822
MeanAbsoluteError value on hold-out data: 0.01313331164419651
Epoch: 66
Loss on hold-out set: 0.0002591225280551813
MeanAbsoluteError value on hold-out data: 0.01263061910867691
Epoch: 67
Loss on hold-out set: 0.00021335836096953315
MeanAbsoluteError value on hold-out data: 0.01073162816464901
Epoch: 68
Loss on hold-out set: 0.00015109560375164548
MeanAbsoluteError value on hold-out data: 0.009602523408830166
Epoch: 69
Loss on hold-out set: 0.00012784985301550478
MeanAbsoluteError value on hold-out data: 0.008207694627344608
Epoch: 70
Loss on hold-out set: 0.00010404648813933958
MeanAbsoluteError value on hold-out data: 0.007510346360504627
Epoch: 71
Loss on hold-out set: 8.287645799170535e-05
MeanAbsoluteError value on hold-out data: 0.006990939378738403
Epoch: 72
Loss on hold-out set: 6.462275828548278e-05
MeanAbsoluteError value on hold-out data: 0.006104988045990467
Epoch: 73
Loss on hold-out set: 4.958966152256695e-05
MeanAbsoluteError value on hold-out data: 0.004787481389939785
Epoch: 74
Loss on hold-out set: 3.893398105411996e-05
MeanAbsoluteError value on hold-out data: 0.004253021907061338
Epoch: 75
Loss on hold-out set: 3.334766915941145e-05
MeanAbsoluteError value on hold-out data: 0.00354167097248137
Epoch: 76
Loss on hold-out set: 2.879425764709035e-05
MeanAbsoluteError value on hold-out data: 0.003726193681359291
Epoch: 77
Loss on hold-out set: 2.2671899841952836e-05
MeanAbsoluteError value on hold-out data: 0.0026971183251589537
Epoch: 78
Loss on hold-out set: 2.221759191692959e-05
MeanAbsoluteError value on hold-out data: 0.0032284299377352
Epoch: 79
Loss on hold-out set: 1.846406709004301e-05
MeanAbsoluteError value on hold-out data: 0.0026414140593260527
Epoch: 80
Loss on hold-out set: 1.5301087973267175e-05
MeanAbsoluteError value on hold-out data: 0.001941137365065515
Epoch: 81
Loss on hold-out set: 1.4496369815858019e-05
MeanAbsoluteError value on hold-out data: 0.002263869158923626
Epoch: 82
Loss on hold-out set: 1.3064597339962347e-05
MeanAbsoluteError value on hold-out data: 0.0016826656647026539
Epoch: 83
Loss on hold-out set: 1.2275438726087137e-05
MeanAbsoluteError value on hold-out data: 0.0021967210341244936
Epoch: 84
Loss on hold-out set: 1.0401263532108154e-05
MeanAbsoluteError value on hold-out data: 0.0014969424810260534
Epoch: 85
Loss on hold-out set: 9.500015081060225e-06
MeanAbsoluteError value on hold-out data: 0.001434546080417931
Epoch: 86
Loss on hold-out set: 8.855948362469671e-06
MeanAbsoluteError value on hold-out data: 0.0014777809847146273
Epoch: 87
Loss on hold-out set: 1.0017881244004037e-05
MeanAbsoluteError value on hold-out data: 0.0014092522906139493
Epoch: 88
Loss on hold-out set: 6.928285959982251e-06
MeanAbsoluteError value on hold-out data: 0.001233508693985641
Epoch: 89
Loss on hold-out set: 5.937412464181062e-06
MeanAbsoluteError value on hold-out data: 0.0011953625362366438
Epoch: 90
Loss on hold-out set: 5.547874130010873e-06
MeanAbsoluteError value on hold-out data: 0.001150144380517304
Epoch: 91
Loss on hold-out set: 5.229469713605375e-06
MeanAbsoluteError value on hold-out data: 0.0011189713841304183
Epoch: 92
Loss on hold-out set: 4.916446313857775e-06
MeanAbsoluteError value on hold-out data: 0.0011368613922968507
Epoch: 93
Loss on hold-out set: 4.332783360128955e-06
MeanAbsoluteError value on hold-out data: 0.0010483850492164493
Epoch: 94
Loss on hold-out set: 3.802414057601639e-06
MeanAbsoluteError value on hold-out data: 0.0011085011065006256
Epoch: 95
Loss on hold-out set: 4.027535248077094e-06
MeanAbsoluteError value on hold-out data: 0.0013252777280285954
Epoch: 96
Loss on hold-out set: 4.917784342349198e-06
MeanAbsoluteError value on hold-out data: 0.0012930119410157204
Epoch: 97
Loss on hold-out set: 5.114617870014206e-06
MeanAbsoluteError value on hold-out data: 0.0015291784657165408
Epoch: 98
Loss on hold-out set: 9.308905611340799e-06
MeanAbsoluteError value on hold-out data: 0.002562932437285781
Epoch: 99
Loss on hold-out set: 2.68028461155504e-06
MeanAbsoluteError value on hold-out data: 0.000933217175770551
Epoch: 100
Loss on hold-out set: 2.5767030820134096e-06
MeanAbsoluteError value on hold-out data: 0.000967378553468734
Epoch: 101
Loss on hold-out set: 2.427576445230583e-06
MeanAbsoluteError value on hold-out data: 0.0008874125778675079
Epoch: 102
Loss on hold-out set: 2.3496814990791722e-06
MeanAbsoluteError value on hold-out data: 0.0009074608096852899
Epoch: 103
Loss on hold-out set: 2.8478818920190792e-06
MeanAbsoluteError value on hold-out data: 0.0011920208344236016
Epoch: 104
Loss on hold-out set: 2.5493265044273217e-06
MeanAbsoluteError value on hold-out data: 0.0009787618182599545
Epoch: 105
Loss on hold-out set: 3.530589406881728e-06
MeanAbsoluteError value on hold-out data: 0.0010620292741805315
Epoch: 106
Loss on hold-out set: 2.0354845560177637e-06
MeanAbsoluteError value on hold-out data: 0.0008193228859454393
Epoch: 107
Loss on hold-out set: 2.0830601648378015e-06
MeanAbsoluteError value on hold-out data: 0.0008615590631961823
Epoch: 108
Loss on hold-out set: 2.2337010928087975e-06
MeanAbsoluteError value on hold-out data: 0.0008196819107979536
Epoch: 109
Loss on hold-out set: 2.944230817984834e-06
MeanAbsoluteError value on hold-out data: 0.0011818988714367151
Epoch: 110
Loss on hold-out set: 2.6677489717468024e-06
MeanAbsoluteError value on hold-out data: 0.00115633150562644
Epoch: 111
Loss on hold-out set: 2.982833922697654e-06
MeanAbsoluteError value on hold-out data: 0.0008734808652661741
Epoch: 112
Loss on hold-out set: 1.8338978953544518e-06
MeanAbsoluteError value on hold-out data: 0.0008193383109755814
Epoch: 113
Loss on hold-out set: 2.3345423432356956e-06
MeanAbsoluteError value on hold-out data: 0.0008860757807269692
Epoch: 114
Loss on hold-out set: 1.995754523967172e-06
MeanAbsoluteError value on hold-out data: 0.0008654174162074924
Epoch: 115
Loss on hold-out set: 2.592088592861658e-06
MeanAbsoluteError value on hold-out data: 0.0007903941441327333
Epoch: 116
Loss on hold-out set: 2.0970511076694283e-06
MeanAbsoluteError value on hold-out data: 0.000861368898767978
Epoch: 117
Loss on hold-out set: 1.7895431811281853e-06
MeanAbsoluteError value on hold-out data: 0.0008190167136490345
Epoch: 118
Loss on hold-out set: 1.9525177754950655e-06
MeanAbsoluteError value on hold-out data: 0.0008721883059479296
Epoch: 119
Loss on hold-out set: 1.8772882150677526e-06
MeanAbsoluteError value on hold-out data: 0.0008145312312990427
Epoch: 120
Loss on hold-out set: 4.016298983235454e-06
MeanAbsoluteError value on hold-out data: 0.0015191478887572885
Epoch: 121
Loss on hold-out set: 2.422846241992934e-06
MeanAbsoluteError value on hold-out data: 0.0010524584213271737
Epoch: 122
Loss on hold-out set: 3.0923166867488853e-06
MeanAbsoluteError value on hold-out data: 0.0013974803732708097
Epoch: 123
Loss on hold-out set: 1.8009659076876862e-06
MeanAbsoluteError value on hold-out data: 0.000872086500748992
Epoch: 124
Loss on hold-out set: 2.059128309366105e-06
MeanAbsoluteError value on hold-out data: 0.0009186415118165314
Epoch: 125
Loss on hold-out set: 2.4667080100908397e-06
MeanAbsoluteError value on hold-out data: 0.0010738547425717115
Epoch: 126
Loss on hold-out set: 1.8530726038079592e-06
MeanAbsoluteError value on hold-out data: 0.0009128395467996597
Epoch: 127
Loss on hold-out set: 1.988899472193085e-06
MeanAbsoluteError value on hold-out data: 0.0009459722205065191
Epoch: 128
Loss on hold-out set: 1.7553411759343783e-06
MeanAbsoluteError value on hold-out data: 0.000815296545624733
Epoch: 129
Loss on hold-out set: 1.6828071041940207e-06
MeanAbsoluteError value on hold-out data: 0.0008243167540058494
Epoch: 130
Loss on hold-out set: 3.3979656782671204e-06
MeanAbsoluteError value on hold-out data: 0.0012176526943221688
Epoch: 131
Loss on hold-out set: 1.6183617307118625e-06
MeanAbsoluteError value on hold-out data: 0.0008131481590680778
Epoch: 132
Loss on hold-out set: 2.508130487163166e-06
MeanAbsoluteError value on hold-out data: 0.0011248141527175903
Epoch: 133
Loss on hold-out set: 1.593540845262326e-06
MeanAbsoluteError value on hold-out data: 0.0008248444646596909
Epoch: 134
Loss on hold-out set: 1.5701745080211647e-06
MeanAbsoluteError value on hold-out data: 0.0008619190193712711
Epoch: 135
Loss on hold-out set: 1.9337679256855504e-06
MeanAbsoluteError value on hold-out data: 0.0009423907031305134
Epoch: 136
Loss on hold-out set: 2.162816332866686e-06
MeanAbsoluteError value on hold-out data: 0.001066486001946032
Epoch: 137
Loss on hold-out set: 1.5188989288197683e-06
MeanAbsoluteError value on hold-out data: 0.0007789792725816369
Epoch: 138
Loss on hold-out set: 3.94183528949445e-06
MeanAbsoluteError value on hold-out data: 0.0013924426166340709
Epoch: 139
Loss on hold-out set: 2.2676495151384957e-06
MeanAbsoluteError value on hold-out data: 0.0010837214067578316
Epoch: 140
Loss on hold-out set: 1.7016091450071913e-06
MeanAbsoluteError value on hold-out data: 0.000761834904551506
Epoch: 141
Loss on hold-out set: 3.84974348959916e-06
MeanAbsoluteError value on hold-out data: 0.0015555504942312837
Epoch: 142
Loss on hold-out set: 1.3867143298267156e-06
MeanAbsoluteError value on hold-out data: 0.0007681041024625301
Epoch: 143
Loss on hold-out set: 1.499958612017648e-06
MeanAbsoluteError value on hold-out data: 0.0008289440884254873
Epoch: 144
Loss on hold-out set: 1.4173419366705696e-06
MeanAbsoluteError value on hold-out data: 0.0007791740354150534
Epoch: 145
Loss on hold-out set: 3.141255486018333e-06
MeanAbsoluteError value on hold-out data: 0.0015100932214409113
Epoch: 146
Loss on hold-out set: 1.377172010891697e-06
MeanAbsoluteError value on hold-out data: 0.0007665317971259356
Epoch: 147
Loss on hold-out set: 1.962145933458277e-06
MeanAbsoluteError value on hold-out data: 0.0009874628158286214
Epoch: 148
Loss on hold-out set: 1.5651932869786833e-06
MeanAbsoluteError value on hold-out data: 0.0008594689425081015
Epoch: 149
Loss on hold-out set: 1.3511575852694827e-06
MeanAbsoluteError value on hold-out data: 0.0008082922431640327
Epoch: 150
Loss on hold-out set: 1.7855929002053017e-06
MeanAbsoluteError value on hold-out data: 0.0008416072814725339
Epoch: 151
Loss on hold-out set: 1.5895659216242236e-06
MeanAbsoluteError value on hold-out data: 0.000858442799653858
Epoch: 152
Loss on hold-out set: 1.6544490309710313e-06
MeanAbsoluteError value on hold-out data: 0.0009138470632024109
Epoch: 153
Loss on hold-out set: 1.4934880250795966e-06
MeanAbsoluteError value on hold-out data: 0.000817282940261066
Epoch: 154
Loss on hold-out set: 1.7362055079782015e-06
MeanAbsoluteError value on hold-out data: 0.0009133012499660254
Epoch: 155
Loss on hold-out set: 2.163116213055743e-06
MeanAbsoluteError value on hold-out data: 0.0010892992140725255
Epoch: 156
Loss on hold-out set: 1.761558501392266e-06
MeanAbsoluteError value on hold-out data: 0.0009337302763015032
Epoch: 157
Loss on hold-out set: 1.4791584769332426e-06
MeanAbsoluteError value on hold-out data: 0.0008255380671471357
Epoch: 158
Loss on hold-out set: 1.5922459838818143e-06
MeanAbsoluteError value on hold-out data: 0.0008782994700595737
Epoch: 159
Loss on hold-out set: 2.7847479180728933e-06
MeanAbsoluteError value on hold-out data: 0.00128062698058784
Epoch: 160
Loss on hold-out set: 1.8064841509175703e-06
MeanAbsoluteError value on hold-out data: 0.0007923394441604614
Epoch: 161
Loss on hold-out set: 1.6993321004030383e-06
MeanAbsoluteError value on hold-out data: 0.0009609892149455845
Epoch: 162
Loss on hold-out set: 1.8197938854969975e-06
MeanAbsoluteError value on hold-out data: 0.0009692683815956116
Epoch: 163
Loss on hold-out set: 1.753314467560603e-06
MeanAbsoluteError value on hold-out data: 0.0009131252882070839
Epoch: 164
Loss on hold-out set: 1.9389403160648026e-06
MeanAbsoluteError value on hold-out data: 0.0008004137198440731
Epoch: 165
Loss on hold-out set: 1.951061326858158e-06
MeanAbsoluteError value on hold-out data: 0.0009753973572514951
Epoch: 166
Loss on hold-out set: 1.6920251981061413e-06
MeanAbsoluteError value on hold-out data: 0.0009446861804462969
Epoch: 167
Loss on hold-out set: 1.3585056509467763e-06
MeanAbsoluteError value on hold-out data: 0.0007585279527120292
Epoch: 168
Loss on hold-out set: 1.3397181073917006e-06
MeanAbsoluteError value on hold-out data: 0.0007686935132369399
Epoch: 169
Loss on hold-out set: 3.7417760180547843e-06
MeanAbsoluteError value on hold-out data: 0.001730993390083313
Epoch: 170
Loss on hold-out set: 1.7899351645995082e-06
MeanAbsoluteError value on hold-out data: 0.0008557098335586488
Epoch: 171
Loss on hold-out set: 1.4975785037362443e-06
MeanAbsoluteError value on hold-out data: 0.0008475485374219716
Epoch: 172
Loss on hold-out set: 1.3719079495681049e-06
MeanAbsoluteError value on hold-out data: 0.0007782051688991487
Epoch: 173
Loss on hold-out set: 1.613688558913614e-06
MeanAbsoluteError value on hold-out data: 0.0008739756885915995
Epoch: 174
Loss on hold-out set: 2.254658546427471e-06
MeanAbsoluteError value on hold-out data: 0.0011406235862523317
Epoch: 175
Loss on hold-out set: 1.3001170497790763e-06
MeanAbsoluteError value on hold-out data: 0.0007667227764613926
Epoch: 176
Loss on hold-out set: 3.7345829031647345e-06
MeanAbsoluteError value on hold-out data: 0.001583000528626144
Epoch: 177
Loss on hold-out set: 1.6928125384870677e-06
MeanAbsoluteError value on hold-out data: 0.0008993862429633737
Epoch: 178
Loss on hold-out set: 1.40723756422071e-06
MeanAbsoluteError value on hold-out data: 0.0007915081223472953
Epoch: 179
Loss on hold-out set: 1.3413349714360615e-06
MeanAbsoluteError value on hold-out data: 0.0007627508603036404
Epoch: 180
Loss on hold-out set: 1.398443187711634e-06
MeanAbsoluteError value on hold-out data: 0.0007924530073069036
Epoch: 181
Loss on hold-out set: 1.3751622374841716e-06
MeanAbsoluteError value on hold-out data: 0.0007749875076115131
Epoch: 182
Loss on hold-out set: 1.4451150998586224e-06
MeanAbsoluteError value on hold-out data: 0.0007934405584819615
Epoch: 183
Loss on hold-out set: 2.3516957543716462e-06
MeanAbsoluteError value on hold-out data: 0.0009488883661106229
Epoch: 184
Loss on hold-out set: 1.4014194216717722e-06
MeanAbsoluteError value on hold-out data: 0.0007763212197460234
Epoch: 185
Loss on hold-out set: 1.5219890595010208e-06
MeanAbsoluteError value on hold-out data: 0.0008893845952115953
Epoch: 186
Loss on hold-out set: 1.3392306083932663e-06
MeanAbsoluteError value on hold-out data: 0.000768061145208776
Epoch: 187
Loss on hold-out set: 1.3618957530944988e-06
MeanAbsoluteError value on hold-out data: 0.0007857093005441129
Epoch: 188
Loss on hold-out set: 1.2976527771640506e-06
MeanAbsoluteError value on hold-out data: 0.000752542691770941
Epoch: 189
Loss on hold-out set: 2.5903635437666358e-06
MeanAbsoluteError value on hold-out data: 0.0012364591239020228
Epoch: 190
Loss on hold-out set: 1.3606610200265725e-06
MeanAbsoluteError value on hold-out data: 0.0007687112665735185
Epoch: 191
Loss on hold-out set: 1.5295602858819061e-06
MeanAbsoluteError value on hold-out data: 0.0008287831442430615
Epoch: 192
Loss on hold-out set: 3.0504952344647163e-06
MeanAbsoluteError value on hold-out data: 0.0012554090935736895
Epoch: 193
Loss on hold-out set: 1.885298578722191e-06
MeanAbsoluteError value on hold-out data: 0.0009433364029973745
Epoch: 194
Loss on hold-out set: 1.627441404340201e-06
MeanAbsoluteError value on hold-out data: 0.000902443309314549
Epoch: 195
Loss on hold-out set: 1.7484676019508838e-06
MeanAbsoluteError value on hold-out data: 0.0009270688751712441
Epoch: 196
Loss on hold-out set: 1.3823108013446892e-06
MeanAbsoluteError value on hold-out data: 0.0007718545384705067
Epoch: 197
Loss on hold-out set: 1.4210316364299686e-06
MeanAbsoluteError value on hold-out data: 0.0007924841484054923
Epoch: 198
Loss on hold-out set: 1.3513915768306526e-06
MeanAbsoluteError value on hold-out data: 0.0007882015197537839
Epoch: 199
Loss on hold-out set: 1.949746728786732e-06
MeanAbsoluteError value on hold-out data: 0.0010219806572422385
Epoch: 200
Loss on hold-out set: 1.5664585821293888e-06
MeanAbsoluteError value on hold-out data: 0.0008818403002806008
Epoch: 201
Loss on hold-out set: 2.5711182904440366e-06
MeanAbsoluteError value on hold-out data: 0.00130993383936584
Epoch: 202
Loss on hold-out set: 1.4476634143752913e-06
MeanAbsoluteError value on hold-out data: 0.0008278426248580217
Epoch: 203
Loss on hold-out set: 2.109163294615148e-06
MeanAbsoluteError value on hold-out data: 0.0009177264291793108
Epoch: 204
Loss on hold-out set: 1.627400571088891e-06
MeanAbsoluteError value on hold-out data: 0.0009135298314504325
Epoch: 205
Loss on hold-out set: 1.37449543794551e-06
MeanAbsoluteError value on hold-out data: 0.0008037166553549469
Epoch: 206
Loss on hold-out set: 1.6817721932336729e-06
MeanAbsoluteError value on hold-out data: 0.0009318909142166376
Epoch: 207
Loss on hold-out set: 1.71952209790596e-06
MeanAbsoluteError value on hold-out data: 0.0008020637324079871
Epoch: 208
Loss on hold-out set: 1.4383354661836515e-06
MeanAbsoluteError value on hold-out data: 0.0007936661131680012
Epoch: 209
Loss on hold-out set: 1.8463583160155395e-06
MeanAbsoluteError value on hold-out data: 0.0009581754566170275
Epoch: 210
Loss on hold-out set: 1.6468398353726325e-06
MeanAbsoluteError value on hold-out data: 0.0009368667961098254
Epoch: 211
Loss on hold-out set: 1.379572342312503e-06
MeanAbsoluteError value on hold-out data: 0.0007706517935730517
Epoch: 212
Loss on hold-out set: 1.4028119455116002e-06
MeanAbsoluteError value on hold-out data: 0.0007710634963586926
Epoch: 213
Loss on hold-out set: 1.8697183135757839e-06
MeanAbsoluteError value on hold-out data: 0.0010345146292820573
Epoch: 214
Loss on hold-out set: 1.5082099644394896e-06
MeanAbsoluteError value on hold-out data: 0.00086560397176072
Epoch: 215
Loss on hold-out set: 1.8268334455429936e-06
MeanAbsoluteError value on hold-out data: 0.0009718367946334183
Epoch: 216
Loss on hold-out set: 1.3679774709246956e-06
MeanAbsoluteError value on hold-out data: 0.0007829834357835352
Epoch: 217
Loss on hold-out set: 1.3375546433171446e-06
MeanAbsoluteError value on hold-out data: 0.0007589172455482185
Epoch: 218
Loss on hold-out set: 1.4304003544706434e-06
MeanAbsoluteError value on hold-out data: 0.0008138042758218944
Epoch: 219
Loss on hold-out set: 2.214923488106881e-06
MeanAbsoluteError value on hold-out data: 0.0011300165206193924
Epoch: 220
Loss on hold-out set: 1.6542471450100913e-06
MeanAbsoluteError value on hold-out data: 0.0008855719352141023
Epoch: 221
Loss on hold-out set: 2.0773057284574093e-06
MeanAbsoluteError value on hold-out data: 0.0009760487009771168
Epoch: 222
Loss on hold-out set: 1.7760499855075277e-06
MeanAbsoluteError value on hold-out data: 0.0008670597453601658
Epoch: 223
Loss on hold-out set: 1.5385899263702204e-06
MeanAbsoluteError value on hold-out data: 0.0008585190516896546
Epoch: 224
Loss on hold-out set: 1.3635653437824237e-06
MeanAbsoluteError value on hold-out data: 0.0007815051358193159
Epoch: 225
Loss on hold-out set: 1.985572781065387e-06
MeanAbsoluteError value on hold-out data: 0.0010007130913436413
Epoch: 226
Loss on hold-out set: 1.32686563767073e-06
MeanAbsoluteError value on hold-out data: 0.0007787102367728949
Epoch: 227
Loss on hold-out set: 1.761573452304569e-06
MeanAbsoluteError value on hold-out data: 0.0009484394104219973
Epoch: 228
Loss on hold-out set: 1.8517177912039747e-06
MeanAbsoluteError value on hold-out data: 0.0007904206868261099
Epoch: 229
Loss on hold-out set: 1.3334922291855596e-06
MeanAbsoluteError value on hold-out data: 0.0007636924274265766
Epoch: 230
Loss on hold-out set: 2.0227043233507384e-06
MeanAbsoluteError value on hold-out data: 0.0010575131746008992
Epoch: 231
Loss on hold-out set: 1.9598154669718215e-06
MeanAbsoluteError value on hold-out data: 0.0010759017895907164
Epoch: 232
Loss on hold-out set: 2.334827826189212e-06
MeanAbsoluteError value on hold-out data: 0.0011182109592482448
Epoch: 233
Loss on hold-out set: 1.4253166857368062e-06
MeanAbsoluteError value on hold-out data: 0.0007781878812238574
Epoch: 234
Loss on hold-out set: 1.8750205386962848e-06
MeanAbsoluteError value on hold-out data: 0.000966440187767148
Epoch: 235
Loss on hold-out set: 2.247528886283152e-06
MeanAbsoluteError value on hold-out data: 0.0010758739663287997
Epoch: 236
Loss on hold-out set: 1.4416436329156568e-06
MeanAbsoluteError value on hold-out data: 0.000816964718978852
Epoch: 237
Loss on hold-out set: 1.4618829967415736e-06
MeanAbsoluteError value on hold-out data: 0.000807201664429158
Epoch: 238
Loss on hold-out set: 1.3907378108622372e-06
MeanAbsoluteError value on hold-out data: 0.0007769992807880044
Epoch: 239
Loss on hold-out set: 2.648432117579292e-06
MeanAbsoluteError value on hold-out data: 0.0012184701627120376
Epoch: 240
Loss on hold-out set: 2.9039787818874174e-06
MeanAbsoluteError value on hold-out data: 0.001108730910345912
Epoch: 241
Loss on hold-out set: 2.937143484324714e-06
MeanAbsoluteError value on hold-out data: 0.001364130643196404
Epoch: 242
Loss on hold-out set: 1.534648937160035e-06
MeanAbsoluteError value on hold-out data: 0.0008440956589765847
Epoch: 243
Loss on hold-out set: 2.0064203541691172e-06
MeanAbsoluteError value on hold-out data: 0.001016254653222859
Epoch: 244
Loss on hold-out set: 1.8281169786860119e-06
MeanAbsoluteError value on hold-out data: 0.0009571840055286884
Epoch: 245
Loss on hold-out set: 3.0326496978607165e-06
MeanAbsoluteError value on hold-out data: 0.0013539172941818833
Epoch: 246
Loss on hold-out set: 1.3338810228665702e-06
MeanAbsoluteError value on hold-out data: 0.0007680587004870176
Epoch: 247
Loss on hold-out set: 1.3496557712117535e-06
MeanAbsoluteError value on hold-out data: 0.0007887810352258384
Epoch: 248
Loss on hold-out set: 1.5956958175313328e-06
MeanAbsoluteError value on hold-out data: 0.0008734349976293743
Epoch: 249
Loss on hold-out set: 1.520462708762912e-06
MeanAbsoluteError value on hold-out data: 0.0008483025594614446
Epoch: 250
Loss on hold-out set: 3.0943919700103625e-06
MeanAbsoluteError value on hold-out data: 0.00138052215334028
Epoch: 251
Loss on hold-out set: 1.3849162183550316e-06
MeanAbsoluteError value on hold-out data: 0.0008021168177947402
Epoch: 252
Loss on hold-out set: 1.8443379325652552e-06
MeanAbsoluteError value on hold-out data: 0.0009617507457733154
Epoch: 253
Loss on hold-out set: 5.044413595756991e-06
MeanAbsoluteError value on hold-out data: 0.001931093167513609
Epoch: 254
Loss on hold-out set: 1.3355602233717107e-06
MeanAbsoluteError value on hold-out data: 0.0007715366664342582
Epoch: 255
Loss on hold-out set: 1.556254978560481e-06
MeanAbsoluteError value on hold-out data: 0.0008418740471825004
Epoch: 256
Loss on hold-out set: 1.6937257116139265e-06
MeanAbsoluteError value on hold-out data: 0.0009112528059631586
Epoch: 257
Loss on hold-out set: 2.9487838184230404e-06
MeanAbsoluteError value on hold-out data: 0.001424452755600214
Epoch: 258
Loss on hold-out set: 1.5555705356991193e-06
MeanAbsoluteError value on hold-out data: 0.0009028969216160476
Epoch: 259
Loss on hold-out set: 2.177444479492316e-06
MeanAbsoluteError value on hold-out data: 0.0010962106753140688
Epoch: 260
Loss on hold-out set: 1.8281364716061105e-06
MeanAbsoluteError value on hold-out data: 0.0010268123587593436
Epoch: 261
Loss on hold-out set: 2.3084541195518027e-06
MeanAbsoluteError value on hold-out data: 0.0009390785708092153
Epoch: 262
Loss on hold-out set: 1.5427130309630088e-06
MeanAbsoluteError value on hold-out data: 0.0008717452874407172
Epoch: 263
Loss on hold-out set: 1.6011213403999136e-06
MeanAbsoluteError value on hold-out data: 0.0008861452806740999
Epoch: 264
Loss on hold-out set: 1.430105190645638e-06
MeanAbsoluteError value on hold-out data: 0.0007908548577688634
Epoch: 265
Loss on hold-out set: 3.20030474435603e-06
MeanAbsoluteError value on hold-out data: 0.0014045055722817779
Epoch: 266
Loss on hold-out set: 1.5521333540828682e-06
MeanAbsoluteError value on hold-out data: 0.0008814344764687121
Epoch: 267
Loss on hold-out set: 1.5549639967433065e-06
MeanAbsoluteError value on hold-out data: 0.0008763731457293034
Epoch: 268
Loss on hold-out set: 1.5384740423157311e-06
MeanAbsoluteError value on hold-out data: 0.0008272160775959492
Epoch: 269
Loss on hold-out set: 2.2388187298579746e-06
MeanAbsoluteError value on hold-out data: 0.0011641347082331777
Epoch: 270
Loss on hold-out set: 2.0337333239695e-06
MeanAbsoluteError value on hold-out data: 0.0010495036840438843
Epoch: 271
Loss on hold-out set: 1.3321018183905135e-06
MeanAbsoluteError value on hold-out data: 0.0007723273593001068
Epoch: 272
Loss on hold-out set: 1.3076800606462223e-06
MeanAbsoluteError value on hold-out data: 0.0007740001892670989
Epoch: 273
Loss on hold-out set: 1.5680616539926773e-06
MeanAbsoluteError value on hold-out data: 0.0009093356202356517
Epoch: 274
Loss on hold-out set: 1.3681021208902587e-06
MeanAbsoluteError value on hold-out data: 0.0007658294634893537
Epoch: 275
Loss on hold-out set: 1.340749203284129e-06
MeanAbsoluteError value on hold-out data: 0.0007821718463674188
Epoch: 276
Loss on hold-out set: 1.5433336867632674e-06
MeanAbsoluteError value on hold-out data: 0.0008640778833068907
Epoch: 277
Loss on hold-out set: 1.4458051483555978e-06
MeanAbsoluteError value on hold-out data: 0.0007999211666174233
Epoch: 278
Loss on hold-out set: 1.4414896889128124e-06
MeanAbsoluteError value on hold-out data: 0.0008062677225098014
Epoch: 279
Loss on hold-out set: 2.066235665027377e-06
MeanAbsoluteError value on hold-out data: 0.0010222435230389237
Epoch: 280
Loss on hold-out set: 1.443733863810009e-06
MeanAbsoluteError value on hold-out data: 0.0008419606019742787
Epoch: 281
Loss on hold-out set: 1.4962084855177147e-06
MeanAbsoluteError value on hold-out data: 0.0008425608393736184
Epoch: 282
Loss on hold-out set: 2.65275017323592e-06
MeanAbsoluteError value on hold-out data: 0.0013487227261066437
Epoch: 283
Loss on hold-out set: 1.6643571034189965e-06
MeanAbsoluteError value on hold-out data: 0.0009307237924076617
Epoch: 284
Loss on hold-out set: 2.76500078108746e-06
MeanAbsoluteError value on hold-out data: 0.0013313073432072997
Epoch: 285
Loss on hold-out set: 1.812883779778601e-06
MeanAbsoluteError value on hold-out data: 0.000985254650004208
Epoch: 286
Loss on hold-out set: 1.9010783795727968e-06
MeanAbsoluteError value on hold-out data: 0.0009777541272342205
Epoch: 287
Loss on hold-out set: 3.056849954838561e-06
MeanAbsoluteError value on hold-out data: 0.0010794630507007241
Epoch: 288
Loss on hold-out set: 1.6161238730861582e-06
MeanAbsoluteError value on hold-out data: 0.0008581668953411281
Epoch: 289
Loss on hold-out set: 1.5721247089791527e-06
MeanAbsoluteError value on hold-out data: 0.0008628273499198258
Epoch: 290
Loss on hold-out set: 1.4273847127172373e-06
MeanAbsoluteError value on hold-out data: 0.0007756847189739347
Epoch: 291
Loss on hold-out set: 1.54992665102327e-06
MeanAbsoluteError value on hold-out data: 0.0008606360643170774
Epoch: 292
Loss on hold-out set: 1.7325092537353507e-06
MeanAbsoluteError value on hold-out data: 0.0009314881754107773
Epoch: 293
Loss on hold-out set: 1.2890028550862974e-06
MeanAbsoluteError value on hold-out data: 0.0007679379195906222
Epoch: 294
Loss on hold-out set: 2.1454174893383774e-06
MeanAbsoluteError value on hold-out data: 0.0010743584716692567
Epoch: 295
Loss on hold-out set: 1.401282046432383e-06
MeanAbsoluteError value on hold-out data: 0.0007850610418245196
Epoch: 296
Loss on hold-out set: 2.1861710745969713e-06
MeanAbsoluteError value on hold-out data: 0.0011057667434215546
Epoch: 297
Loss on hold-out set: 3.0802294584366164e-06
MeanAbsoluteError value on hold-out data: 0.0013834600104019046
Epoch: 298
Loss on hold-out set: 1.3265959331385182e-06
MeanAbsoluteError value on hold-out data: 0.0007757898420095444
Epoch: 299
Loss on hold-out set: 1.979545861384115e-06
MeanAbsoluteError value on hold-out data: 0.0010366521310061216
Epoch: 300
Loss on hold-out set: 2.0308884966897704e-06
MeanAbsoluteError value on hold-out data: 0.0010554571636021137
Epoch: 301
Loss on hold-out set: 1.383817697422693e-06
MeanAbsoluteError value on hold-out data: 0.0008378578932024539
Epoch: 302
Loss on hold-out set: 2.5738023361135183e-06
MeanAbsoluteError value on hold-out data: 0.0011974353110417724
Epoch: 303
Loss on hold-out set: 1.935235004041785e-06
MeanAbsoluteError value on hold-out data: 0.0009916822891682386
Epoch: 304
Loss on hold-out set: 1.7756972327403603e-06
MeanAbsoluteError value on hold-out data: 0.0010085131507366896
Epoch: 305
Loss on hold-out set: 1.5269456963114162e-06
MeanAbsoluteError value on hold-out data: 0.0008498509414494038
Epoch: 306
Loss on hold-out set: 1.958683753855439e-06
MeanAbsoluteError value on hold-out data: 0.001042339252308011
Epoch: 307
Loss on hold-out set: 1.6990154902119825e-06
MeanAbsoluteError value on hold-out data: 0.0008812887826934457
Epoch: 308
Loss on hold-out set: 2.510956252221009e-06
MeanAbsoluteError value on hold-out data: 0.001174979261122644
Epoch: 309
Loss on hold-out set: 1.4328353734946666e-06
MeanAbsoluteError value on hold-out data: 0.0007846907246857882
Epoch: 310
Loss on hold-out set: 2.785455596774857e-06
MeanAbsoluteError value on hold-out data: 0.001274370588362217
Epoch: 311
Loss on hold-out set: 1.56405101629039e-06
MeanAbsoluteError value on hold-out data: 0.0008508618921041489
Epoch: 312
Loss on hold-out set: 3.2923825913782753e-06
MeanAbsoluteError value on hold-out data: 0.0015318070072680712
Epoch: 313
Loss on hold-out set: 2.6435629890259475e-06
MeanAbsoluteError value on hold-out data: 0.0013248472241684794
Epoch: 314
Loss on hold-out set: 1.7277335998117521e-06
MeanAbsoluteError value on hold-out data: 0.0009741425747051835
Epoch: 315
Loss on hold-out set: 1.4018183859521882e-06
MeanAbsoluteError value on hold-out data: 0.0007785719353705645
Epoch: 316
Loss on hold-out set: 2.214297003669904e-06
MeanAbsoluteError value on hold-out data: 0.0010893046855926514
Epoch: 317
Loss on hold-out set: 1.341143305265947e-06
MeanAbsoluteError value on hold-out data: 0.0007701545255258679
Epoch: 318
Loss on hold-out set: 3.2549702382311807e-06
MeanAbsoluteError value on hold-out data: 0.0014457408105954528
Epoch: 319
Loss on hold-out set: 1.4135797090812748e-06
MeanAbsoluteError value on hold-out data: 0.0007816388388164341
Epoch: 320
Loss on hold-out set: 1.2536562551828795e-06
MeanAbsoluteError value on hold-out data: 0.0007634279318153858
Epoch: 321
Loss on hold-out set: 2.035807221126071e-06
MeanAbsoluteError value on hold-out data: 0.0010523834498599172
Epoch: 322
Loss on hold-out set: 1.3253245863499894e-06
MeanAbsoluteError value on hold-out data: 0.000807421572972089
Epoch: 323
Loss on hold-out set: 4.15708547489675e-06
MeanAbsoluteError value on hold-out data: 0.0017153254011645913
Epoch: 324
Loss on hold-out set: 2.448753364730622e-06
MeanAbsoluteError value on hold-out data: 0.0012280354276299477
Epoch: 325
Loss on hold-out set: 3.901172529087769e-06
MeanAbsoluteError value on hold-out data: 0.0015976786380633712
Epoch: 326
Loss on hold-out set: 1.8337540968087314e-06
MeanAbsoluteError value on hold-out data: 0.0010272053768858314
Epoch: 327
Loss on hold-out set: 2.347537242887763e-06
MeanAbsoluteError value on hold-out data: 0.0011458866065368056
Epoch: 328
Loss on hold-out set: 1.7110880977410348e-06
MeanAbsoluteError value on hold-out data: 0.0009635344031266868
Epoch: 329
Loss on hold-out set: 2.737816823985038e-06
MeanAbsoluteError value on hold-out data: 0.0013285124441608787
Epoch: 330
Loss on hold-out set: 2.9914503312074185e-06
MeanAbsoluteError value on hold-out data: 0.0013335075927898288
Epoch: 331
Loss on hold-out set: 1.639111141790076e-06
MeanAbsoluteError value on hold-out data: 0.0008778403862379491
Epoch: 332
Loss on hold-out set: 1.9097803330553757e-06
MeanAbsoluteError value on hold-out data: 0.0009733310434967279
Epoch: 333
Loss on hold-out set: 1.640210899066775e-06
MeanAbsoluteError value on hold-out data: 0.0008656477439217269
Epoch: 334
Loss on hold-out set: 1.9786660323881315e-06
MeanAbsoluteError value on hold-out data: 0.0009946450591087341
Epoch: 335
Loss on hold-out set: 1.7975395962821494e-06
MeanAbsoluteError value on hold-out data: 0.0009486899361945689
Epoch: 336
Loss on hold-out set: 1.3762282811477724e-06
MeanAbsoluteError value on hold-out data: 0.0007744671311229467
Epoch: 337
Loss on hold-out set: 1.6739462383751602e-06
MeanAbsoluteError value on hold-out data: 0.0008973194053396583
Epoch: 338
Loss on hold-out set: 2.97055626018706e-06
MeanAbsoluteError value on hold-out data: 0.0014196697156876326
Epoch: 339
Loss on hold-out set: 2.1734421955863163e-06
MeanAbsoluteError value on hold-out data: 0.0008878891821950674
Epoch: 340
Loss on hold-out set: 1.8158962076925561e-06
MeanAbsoluteError value on hold-out data: 0.0009924679761752486
Epoch: 341
Loss on hold-out set: 1.6862552281684027e-06
MeanAbsoluteError value on hold-out data: 0.0008964759181253612
Epoch: 342
Loss on hold-out set: 1.4188156263536746e-06
MeanAbsoluteError value on hold-out data: 0.0007828245870769024
Epoch: 343
Loss on hold-out set: 1.3933545845317824e-06
MeanAbsoluteError value on hold-out data: 0.0007784439367242157
Epoch: 344
Loss on hold-out set: 1.522252544051438e-06
MeanAbsoluteError value on hold-out data: 0.000816830899566412
Epoch: 345
Loss on hold-out set: 1.4225391523198666e-06
MeanAbsoluteError value on hold-out data: 0.0007833729614503682
Epoch: 346
Loss on hold-out set: 1.739829186292879e-06
MeanAbsoluteError value on hold-out data: 0.0009585567750036716
Epoch: 347
Loss on hold-out set: 2.700033501941317e-06
MeanAbsoluteError value on hold-out data: 0.0012523388722911477
Epoch: 348
Loss on hold-out set: 1.8854123923644622e-06
MeanAbsoluteError value on hold-out data: 0.0009812781354412436
Epoch: 349
Loss on hold-out set: 1.4308407488582675e-06
MeanAbsoluteError value on hold-out data: 0.0007905167294666171
Epoch: 350
Loss on hold-out set: 2.618177771952245e-06
MeanAbsoluteError value on hold-out data: 0.0013124364195391536
Epoch: 351
Loss on hold-out set: 1.4290119124255468e-06
MeanAbsoluteError value on hold-out data: 0.0007997261709533632
Epoch: 352
Loss on hold-out set: 3.0005856195622564e-06
MeanAbsoluteError value on hold-out data: 0.0013843051856383681
Epoch: 353
Loss on hold-out set: 1.4875390617747214e-06
MeanAbsoluteError value on hold-out data: 0.0008179976721294224
Epoch: 354
Loss on hold-out set: 1.6132457574258297e-06
MeanAbsoluteError value on hold-out data: 0.0009063210454769433
Epoch: 355
Loss on hold-out set: 1.6303008469374338e-06
MeanAbsoluteError value on hold-out data: 0.0009245994151569903
Epoch: 356
Loss on hold-out set: 1.4807382714165074e-06
MeanAbsoluteError value on hold-out data: 0.0008077006204985082
Epoch: 357
Loss on hold-out set: 1.4534585309670197e-06
MeanAbsoluteError value on hold-out data: 0.0007752171368338168
Epoch: 358
Loss on hold-out set: 1.3488202035624943e-06
MeanAbsoluteError value on hold-out data: 0.0007616892689839005
Epoch: 359
Loss on hold-out set: 1.4902592139466064e-06
MeanAbsoluteError value on hold-out data: 0.0008566963952034712
Epoch: 360
Loss on hold-out set: 1.806186818297507e-06
MeanAbsoluteError value on hold-out data: 0.0008454556227661669
Epoch: 361
Loss on hold-out set: 1.7779943190222325e-06
MeanAbsoluteError value on hold-out data: 0.0009791688062250614
Epoch: 362
Loss on hold-out set: 1.3452393655090698e-06
MeanAbsoluteError value on hold-out data: 0.0007591858739033341
Epoch: 363
Loss on hold-out set: 1.8207073122329557e-06
MeanAbsoluteError value on hold-out data: 0.0009403611766174436
Epoch: 364
Loss on hold-out set: 2.2532078542798654e-06
MeanAbsoluteError value on hold-out data: 0.0011192472884431481
Epoch: 365
Loss on hold-out set: 2.3410443995649425e-06
MeanAbsoluteError value on hold-out data: 0.0011968257604166865
Epoch: 366
Loss on hold-out set: 2.1652249371912217e-06
MeanAbsoluteError value on hold-out data: 0.0010401419131085277
Epoch: 367
Loss on hold-out set: 1.8485703492387984e-06
MeanAbsoluteError value on hold-out data: 0.0009578126482665539
Epoch: 368
Loss on hold-out set: 3.082173896893017e-06
MeanAbsoluteError value on hold-out data: 0.0013652392663061619
Epoch: 369
Loss on hold-out set: 1.4318829663842246e-06
MeanAbsoluteError value on hold-out data: 0.0007989436271600425
Epoch: 370
Loss on hold-out set: 2.1154253536573938e-06
MeanAbsoluteError value on hold-out data: 0.0008851803722791374
Epoch: 371
Loss on hold-out set: 1.4288785227843339e-06
MeanAbsoluteError value on hold-out data: 0.0008242095937021077
Epoch: 372
Loss on hold-out set: 1.8872498143397165e-06
MeanAbsoluteError value on hold-out data: 0.000993811758235097
Epoch: 373
Loss on hold-out set: 1.3736402789933122e-06
MeanAbsoluteError value on hold-out data: 0.0007882026839070022
Epoch: 374
Loss on hold-out set: 1.4125668402497327e-06
MeanAbsoluteError value on hold-out data: 0.0008204784244298935
Epoch: 375
Loss on hold-out set: 1.92885119076891e-06
MeanAbsoluteError value on hold-out data: 0.0010052300058305264
Epoch: 376
Loss on hold-out set: 1.4098137932286102e-06
MeanAbsoluteError value on hold-out data: 0.0008009536541067064
Epoch: 377
Loss on hold-out set: 1.308687545203541e-06
MeanAbsoluteError value on hold-out data: 0.0007708016782999039
Epoch: 378
Loss on hold-out set: 1.9378566618727814e-06
MeanAbsoluteError value on hold-out data: 0.000989567139185965
Epoch: 379
Loss on hold-out set: 1.4256220245337877e-06
MeanAbsoluteError value on hold-out data: 0.0007956225308589637
Epoch: 380
Loss on hold-out set: 1.4336917370900874e-06
MeanAbsoluteError value on hold-out data: 0.0008091232739388943
Epoch: 381
Loss on hold-out set: 2.721209651868916e-06
MeanAbsoluteError value on hold-out data: 0.001256725750863552
Epoch: 382
Loss on hold-out set: 1.4564618857968105e-06
MeanAbsoluteError value on hold-out data: 0.000805597985163331
Epoch: 383
Loss on hold-out set: 1.7426465057304506e-06
MeanAbsoluteError value on hold-out data: 0.0009453578386455774
Epoch: 384
Loss on hold-out set: 1.7764907635882291e-06
MeanAbsoluteError value on hold-out data: 0.0009414043743163347
Epoch: 385
Loss on hold-out set: 2.465531788577489e-06
MeanAbsoluteError value on hold-out data: 0.0011621973244473338
Epoch: 386
Loss on hold-out set: 1.9263578810051304e-06
MeanAbsoluteError value on hold-out data: 0.0009748424054123461
Epoch: 387
Loss on hold-out set: 1.4280759133865872e-06
MeanAbsoluteError value on hold-out data: 0.0008159163407981396
Epoch: 388
Loss on hold-out set: 4.508694998478929e-06
MeanAbsoluteError value on hold-out data: 0.0017767954850569367
Epoch: 389
Loss on hold-out set: 1.3336701359688818e-06
MeanAbsoluteError value on hold-out data: 0.000789055076893419
Epoch: 390
Loss on hold-out set: 1.4917685772476175e-06
MeanAbsoluteError value on hold-out data: 0.0008230512612499297
Epoch: 391
Loss on hold-out set: 2.5374112449473896e-06
MeanAbsoluteError value on hold-out data: 0.0011893934570252895
Epoch: 392
Loss on hold-out set: 2.7381957859408712e-06
MeanAbsoluteError value on hold-out data: 0.001280072727240622
Epoch: 393
Loss on hold-out set: 2.314428841670563e-06
MeanAbsoluteError value on hold-out data: 0.0011184259783476591
Epoch: 394
Loss on hold-out set: 1.8558677871064551e-06
MeanAbsoluteError value on hold-out data: 0.0007949750870466232
Epoch: 395
Loss on hold-out set: 2.293984454564242e-06
MeanAbsoluteError value on hold-out data: 0.0010706624016165733
Epoch: 396
Loss on hold-out set: 1.4161705381026807e-06
MeanAbsoluteError value on hold-out data: 0.0008110878407023847
Epoch: 397
Loss on hold-out set: 1.3623444105475685e-06
MeanAbsoluteError value on hold-out data: 0.0007751852972432971
Epoch: 398
Loss on hold-out set: 1.6077652101277915e-06
MeanAbsoluteError value on hold-out data: 0.0008935739751905203
Epoch: 399
Loss on hold-out set: 2.3944667388010343e-06
MeanAbsoluteError value on hold-out data: 0.0011256963480263948
Epoch: 400
Loss on hold-out set: 5.589102294414681e-06
MeanAbsoluteError value on hold-out data: 0.002089637564495206
Epoch: 401
Loss on hold-out set: 1.4257706700741087e-06
MeanAbsoluteError value on hold-out data: 0.0008090428309515119
Epoch: 402
Loss on hold-out set: 2.013406816996184e-06
MeanAbsoluteError value on hold-out data: 0.0010073010344058275
Epoch: 403
Loss on hold-out set: 1.4232482094747377e-06
MeanAbsoluteError value on hold-out data: 0.0008199536823667586
Epoch: 404
Loss on hold-out set: 1.658310076471445e-06
MeanAbsoluteError value on hold-out data: 0.0009020875440910459
Epoch: 405
Loss on hold-out set: 1.482237451000401e-06
MeanAbsoluteError value on hold-out data: 0.0008540088892914355
Epoch: 406
Loss on hold-out set: 1.3308884507960802e-06
MeanAbsoluteError value on hold-out data: 0.0007717135595157743
Epoch: 407
Loss on hold-out set: 2.8232429328384637e-06
MeanAbsoluteError value on hold-out data: 0.0014128125039860606
Epoch: 408
Loss on hold-out set: 1.3196826037423866e-06
MeanAbsoluteError value on hold-out data: 0.0007674925145693123
Epoch: 409
Loss on hold-out set: 1.4427557350525324e-06
MeanAbsoluteError value on hold-out data: 0.0008305116789415479
Epoch: 410
Loss on hold-out set: 1.5828748018975602e-06
MeanAbsoluteError value on hold-out data: 0.0008875084458850324
Epoch: 411
Loss on hold-out set: 1.4915560495427808e-06
MeanAbsoluteError value on hold-out data: 0.0008602294838055968
Epoch: 412
Loss on hold-out set: 3.2536030315755993e-06
MeanAbsoluteError value on hold-out data: 0.001551816356368363
Epoch: 413
Loss on hold-out set: 2.4536441462539815e-06
MeanAbsoluteError value on hold-out data: 0.0012636095052585006
Epoch: 414
Loss on hold-out set: 1.5838224122979648e-06
MeanAbsoluteError value on hold-out data: 0.0009008404449559748
Epoch: 415
Loss on hold-out set: 2.6856292571700087e-06
MeanAbsoluteError value on hold-out data: 0.0013621518155559897
Epoch: 416
Loss on hold-out set: 2.5793030387761132e-06
MeanAbsoluteError value on hold-out data: 0.0013252503704279661
Epoch: 417
Loss on hold-out set: 1.305003695943714e-06
MeanAbsoluteError value on hold-out data: 0.0007621340919286013
Epoch: 418
Loss on hold-out set: 1.8443220623199663e-06
MeanAbsoluteError value on hold-out data: 0.000997613649815321
Epoch: 419
Loss on hold-out set: 1.291768033804776e-06
MeanAbsoluteError value on hold-out data: 0.000761801318731159
Epoch: 420
Loss on hold-out set: 2.0890577992269336e-06
MeanAbsoluteError value on hold-out data: 0.0010479848133400083
Epoch: 421
Loss on hold-out set: 1.6739278429703029e-06
MeanAbsoluteError value on hold-out data: 0.000951116147916764
Epoch: 422
Loss on hold-out set: 2.0176682894019064e-06
MeanAbsoluteError value on hold-out data: 0.0011085844598710537
Epoch: 423
Loss on hold-out set: 1.482925607267414e-06
MeanAbsoluteError value on hold-out data: 0.000893299700692296
Epoch: 424
Loss on hold-out set: 2.7414259394530604e-06
MeanAbsoluteError value on hold-out data: 0.0013008337700739503
Epoch: 425
Loss on hold-out set: 1.4975112863934414e-06
MeanAbsoluteError value on hold-out data: 0.0008864705450832844
Epoch: 426
Loss on hold-out set: 1.627574704343715e-06
MeanAbsoluteError value on hold-out data: 0.0007683684816583991
Epoch: 427
Loss on hold-out set: 5.091100250026032e-06
MeanAbsoluteError value on hold-out data: 0.0019294372759759426
Epoch: 428
Loss on hold-out set: 1.3860017461935897e-06
MeanAbsoluteError value on hold-out data: 0.0007972531020641327
Epoch: 429
Loss on hold-out set: 4.073464013415035e-06
MeanAbsoluteError value on hold-out data: 0.0015131644904613495
Epoch: 430
Loss on hold-out set: 1.5019117715662735e-06
MeanAbsoluteError value on hold-out data: 0.000840808090288192
Epoch: 431
Loss on hold-out set: 1.727648701979398e-06
MeanAbsoluteError value on hold-out data: 0.0009752100449986756
Epoch: 432
Loss on hold-out set: 1.4636011809006259e-06
MeanAbsoluteError value on hold-out data: 0.0007844782085157931
Epoch: 433
Loss on hold-out set: 1.5761611568730307e-06
MeanAbsoluteError value on hold-out data: 0.0008712793351151049
Epoch: 434
Loss on hold-out set: 1.706044468636929e-06
MeanAbsoluteError value on hold-out data: 0.0009622423094697297
Epoch: 435
Loss on hold-out set: 1.625174870302824e-06
MeanAbsoluteError value on hold-out data: 0.0009055139380507171
Epoch: 436
Loss on hold-out set: 1.357247290693172e-06
MeanAbsoluteError value on hold-out data: 0.0007658869726583362
Epoch: 437
Loss on hold-out set: 1.549989742845635e-06
MeanAbsoluteError value on hold-out data: 0.0008642798056825995
Epoch: 438
Loss on hold-out set: 2.991584682814181e-06
MeanAbsoluteError value on hold-out data: 0.001360435737296939
Epoch: 439
Loss on hold-out set: 1.536244564721738e-06
MeanAbsoluteError value on hold-out data: 0.0008131915237754583
Epoch: 440
Loss on hold-out set: 4.069819484497062e-06
MeanAbsoluteError value on hold-out data: 0.0016575688496232033
Epoch: 441
Loss on hold-out set: 1.3513747664826672e-06
MeanAbsoluteError value on hold-out data: 0.0007777402643114328
Epoch: 442
Loss on hold-out set: 1.328597350563471e-06
MeanAbsoluteError value on hold-out data: 0.0007595722563564777
Epoch: 443
Loss on hold-out set: 1.3520904666655463e-06
MeanAbsoluteError value on hold-out data: 0.0007672549691051245
Epoch: 444
Loss on hold-out set: 1.3878500023058502e-06
MeanAbsoluteError value on hold-out data: 0.000788907113019377
Epoch: 445
Loss on hold-out set: 1.4224616933233847e-06
MeanAbsoluteError value on hold-out data: 0.000774487154558301
Epoch: 446
Loss on hold-out set: 1.931543378165001e-06
MeanAbsoluteError value on hold-out data: 0.0010055751772597432
Epoch: 447
Loss on hold-out set: 2.087993253168791e-06
MeanAbsoluteError value on hold-out data: 0.0010708565823733807
Epoch: 448
Loss on hold-out set: 4.439515805643168e-06
MeanAbsoluteError value on hold-out data: 0.001766789355315268
Early stopping at epoch 447
Fold: 5
Epoch: 1
Loss on hold-out set: 0.01575497039951957
MeanAbsoluteError value on hold-out data: 0.10676673799753189
Epoch: 2
Loss on hold-out set: 0.014902331687223453
MeanAbsoluteError value on hold-out data: 0.10095513612031937
Epoch: 3
Loss on hold-out set: 0.013947300039804898
MeanAbsoluteError value on hold-out data: 0.09533743560314178
Epoch: 4
Loss on hold-out set: 0.012226519103233632
MeanAbsoluteError value on hold-out data: 0.0923495665192604
Epoch: 5
Loss on hold-out set: 0.011350586705912765
MeanAbsoluteError value on hold-out data: 0.08990407735109329
Epoch: 6
Loss on hold-out set: 0.011732648234241284
MeanAbsoluteError value on hold-out data: 0.08762386441230774
Epoch: 7
Loss on hold-out set: 0.010360115583842764
MeanAbsoluteError value on hold-out data: 0.08554785698652267
Epoch: 8
Loss on hold-out set: 0.009910362933834013
MeanAbsoluteError value on hold-out data: 0.08364473283290863
Epoch: 9
Loss on hold-out set: 0.009985021243874844
MeanAbsoluteError value on hold-out data: 0.08174245804548264
Epoch: 10
Loss on hold-out set: 0.00927064517656198
MeanAbsoluteError value on hold-out data: 0.07993603497743607
Epoch: 11
Loss on hold-out set: 0.008966039687108535
MeanAbsoluteError value on hold-out data: 0.07813049852848053
Epoch: 12
Loss on hold-out set: 0.00873509242844123
MeanAbsoluteError value on hold-out data: 0.0765569731593132
Epoch: 13
Loss on hold-out set: 0.008308439121509973
MeanAbsoluteError value on hold-out data: 0.07451745122671127
Epoch: 14
Loss on hold-out set: 0.007820401806384325
MeanAbsoluteError value on hold-out data: 0.07309126853942871
Epoch: 15
Loss on hold-out set: 0.007649451279296325
MeanAbsoluteError value on hold-out data: 0.07117508351802826
Epoch: 16
Loss on hold-out set: 0.007350716596612563
MeanAbsoluteError value on hold-out data: 0.06948859244585037
Epoch: 17
Loss on hold-out set: 0.00716051201407726
MeanAbsoluteError value on hold-out data: 0.06788242608308792
Epoch: 18
Loss on hold-out set: 0.0064889592602132605
MeanAbsoluteError value on hold-out data: 0.06632782518863678
Epoch: 19
Loss on hold-out set: 0.006698680253556142
MeanAbsoluteError value on hold-out data: 0.0656658485531807
Epoch: 20
Loss on hold-out set: 0.0061532973150651045
MeanAbsoluteError value on hold-out data: 0.0633530542254448
Epoch: 21
Loss on hold-out set: 0.005895814983747327
MeanAbsoluteError value on hold-out data: 0.06274206936359406
Epoch: 22
Loss on hold-out set: 0.005591670624338663
MeanAbsoluteError value on hold-out data: 0.06014956533908844
Epoch: 23
Loss on hold-out set: 0.00538096883190939
MeanAbsoluteError value on hold-out data: 0.059705644845962524
Epoch: 24
Loss on hold-out set: 0.004917883779853582
MeanAbsoluteError value on hold-out data: 0.057654812932014465
Epoch: 25
Loss on hold-out set: 0.004724044549780397
MeanAbsoluteError value on hold-out data: 0.055330462753772736
Epoch: 26
Loss on hold-out set: 0.004399000765540852
MeanAbsoluteError value on hold-out data: 0.05498724430799484
Epoch: 27
Loss on hold-out set: 0.004128270173588624
MeanAbsoluteError value on hold-out data: 0.053191736340522766
Epoch: 28
Loss on hold-out set: 0.003927567087185497
MeanAbsoluteError value on hold-out data: 0.050143707543611526
Epoch: 29
Loss on hold-out set: 0.00362841346157858
MeanAbsoluteError value on hold-out data: 0.04865061864256859
Epoch: 30
Loss on hold-out set: 0.003288870408701209
MeanAbsoluteError value on hold-out data: 0.04703047126531601
Epoch: 31
Loss on hold-out set: 0.003229746621890137
MeanAbsoluteError value on hold-out data: 0.04481332749128342
Epoch: 32
Loss on hold-out set: 0.002996440717162421
MeanAbsoluteError value on hold-out data: 0.04325667768716812
Epoch: 33
Loss on hold-out set: 0.0027055662447729935
MeanAbsoluteError value on hold-out data: 0.04141054302453995
Epoch: 34
Loss on hold-out set: 0.00251399931193401
MeanAbsoluteError value on hold-out data: 0.04015521705150604
Epoch: 35
Loss on hold-out set: 0.0021829989541751835
MeanAbsoluteError value on hold-out data: 0.03890609368681908
Epoch: 36
Loss on hold-out set: 0.002111265652974208
MeanAbsoluteError value on hold-out data: 0.03649027273058891
Epoch: 37
Loss on hold-out set: 0.001997786260639819
MeanAbsoluteError value on hold-out data: 0.036377307027578354
Epoch: 38
Loss on hold-out set: 0.0017696860707544077
MeanAbsoluteError value on hold-out data: 0.03345206379890442
Epoch: 39
Loss on hold-out set: 0.001558765144391845
MeanAbsoluteError value on hold-out data: 0.03217688947916031
Epoch: 40
Loss on hold-out set: 0.0013325155752961738
MeanAbsoluteError value on hold-out data: 0.030070489272475243
Epoch: 41
Loss on hold-out set: 0.0012511749306353382
MeanAbsoluteError value on hold-out data: 0.028504692018032074
Epoch: 42
Loss on hold-out set: 0.0011370674362227034
MeanAbsoluteError value on hold-out data: 0.02805071510374546
Epoch: 43
Loss on hold-out set: 0.0009906937842830443
MeanAbsoluteError value on hold-out data: 0.025663847103714943
Epoch: 44
Loss on hold-out set: 0.0008424092061781826
MeanAbsoluteError value on hold-out data: 0.02399878017604351
Epoch: 45
Loss on hold-out set: 0.0007964328352290278
MeanAbsoluteError value on hold-out data: 0.023765677586197853
Epoch: 46
Loss on hold-out set: 0.0006684565809197151
MeanAbsoluteError value on hold-out data: 0.02095802314579487
Epoch: 47
Loss on hold-out set: 0.00055936697530202
MeanAbsoluteError value on hold-out data: 0.019433142617344856
Epoch: 48
Loss on hold-out set: 0.0004837841843254864
MeanAbsoluteError value on hold-out data: 0.017998769879341125
Epoch: 49
Loss on hold-out set: 0.00042719795601442456
MeanAbsoluteError value on hold-out data: 0.016669943928718567
Epoch: 50
Loss on hold-out set: 0.0003592246643025786
MeanAbsoluteError value on hold-out data: 0.015253727324306965
Epoch: 51
Loss on hold-out set: 0.0002910110359572662
MeanAbsoluteError value on hold-out data: 0.013938103802502155
Epoch: 52
Loss on hold-out set: 0.0002447821249146588
MeanAbsoluteError value on hold-out data: 0.012606564909219742
Epoch: 53
Loss on hold-out set: 0.00018975984746178327
MeanAbsoluteError value on hold-out data: 0.011380139738321304
Epoch: 54
Loss on hold-out set: 0.0001535732718856217
MeanAbsoluteError value on hold-out data: 0.010261228308081627
Epoch: 55
Loss on hold-out set: 0.00011950278600964409
MeanAbsoluteError value on hold-out data: 0.00912829115986824
Epoch: 56
Loss on hold-out set: 9.402363027150456e-05
MeanAbsoluteError value on hold-out data: 0.00796322152018547
Epoch: 57
Loss on hold-out set: 7.35139895438736e-05
MeanAbsoluteError value on hold-out data: 0.006954822689294815
Epoch: 58
Loss on hold-out set: 5.3898221057562085e-05
MeanAbsoluteError value on hold-out data: 0.006023356691002846
Epoch: 59
Loss on hold-out set: 4.1732163831161764e-05
MeanAbsoluteError value on hold-out data: 0.005188260227441788
Epoch: 60
Loss on hold-out set: 3.784330622763194e-05
MeanAbsoluteError value on hold-out data: 0.004943415988236666
Epoch: 61
Loss on hold-out set: 3.260299525628887e-05
MeanAbsoluteError value on hold-out data: 0.0048485710285604
Epoch: 62
Loss on hold-out set: 1.5751547135341054e-05
MeanAbsoluteError value on hold-out data: 0.003201278392225504
Epoch: 63
Loss on hold-out set: 1.2474405698762544e-05
MeanAbsoluteError value on hold-out data: 0.002834550105035305
Epoch: 64
Loss on hold-out set: 8.80718933051237e-06
MeanAbsoluteError value on hold-out data: 0.0024433762300759554
Epoch: 65
Loss on hold-out set: 8.123710358631797e-06
MeanAbsoluteError value on hold-out data: 0.002457695547491312
Epoch: 66
Loss on hold-out set: 4.43914495917852e-06
MeanAbsoluteError value on hold-out data: 0.0017153886146843433
Epoch: 67
Loss on hold-out set: 3.7243804014836383e-06
MeanAbsoluteError value on hold-out data: 0.0016516498290002346
Epoch: 68
Loss on hold-out set: 2.1305701238816255e-06
MeanAbsoluteError value on hold-out data: 0.001087981159798801
Epoch: 69
Loss on hold-out set: 7.4449861725812434e-06
MeanAbsoluteError value on hold-out data: 0.0025630712043493986
Epoch: 70
Loss on hold-out set: 1.3195063913302035e-06
MeanAbsoluteError value on hold-out data: 0.0008957594400271773
Epoch: 71
Loss on hold-out set: 7.131153499638178e-06
MeanAbsoluteError value on hold-out data: 0.0024512482341378927
Epoch: 72
Loss on hold-out set: 2.511227727644347e-06
MeanAbsoluteError value on hold-out data: 0.0013392308028414845
Epoch: 73
Loss on hold-out set: 1.3183244657983987e-06
MeanAbsoluteError value on hold-out data: 0.0009361449046991765
Epoch: 74
Loss on hold-out set: 1.492706237863436e-06
MeanAbsoluteError value on hold-out data: 0.0009911501547321677
Epoch: 75
Loss on hold-out set: 1.1426187602235307e-06
MeanAbsoluteError value on hold-out data: 0.0008240959141403437
Epoch: 76
Loss on hold-out set: 5.2357659114932176e-06
MeanAbsoluteError value on hold-out data: 0.0020872761961072683
Epoch: 77
Loss on hold-out set: 1.1782915757626492e-06
MeanAbsoluteError value on hold-out data: 0.0009176534367725253
Epoch: 78
Loss on hold-out set: 8.05678957669023e-07
MeanAbsoluteError value on hold-out data: 0.000701791956089437
Epoch: 79
Loss on hold-out set: 2.151772316840204e-06
MeanAbsoluteError value on hold-out data: 0.0012512371176853776
Epoch: 80
Loss on hold-out set: 1.0136318276356458e-06
MeanAbsoluteError value on hold-out data: 0.0008403819520026445
Epoch: 81
Loss on hold-out set: 1.5042786178407998e-06
MeanAbsoluteError value on hold-out data: 0.0009937227005138993
Epoch: 82
Loss on hold-out set: 7.401585368536591e-07
MeanAbsoluteError value on hold-out data: 0.0006772297783754766
Epoch: 83
Loss on hold-out set: 7.689041296998766e-07
MeanAbsoluteError value on hold-out data: 0.000685321690980345
Epoch: 84
Loss on hold-out set: 3.3338237349548413e-06
MeanAbsoluteError value on hold-out data: 0.0015951880486682057
Epoch: 85
Loss on hold-out set: 8.776831328724746e-07
MeanAbsoluteError value on hold-out data: 0.0007276090909726918
Epoch: 86
Loss on hold-out set: 1.1118249924143479e-06
MeanAbsoluteError value on hold-out data: 0.000879528233781457
Epoch: 87
Loss on hold-out set: 1.0299810618072604e-06
MeanAbsoluteError value on hold-out data: 0.0007724437164142728
Epoch: 88
Loss on hold-out set: 1.0851132314061174e-06
MeanAbsoluteError value on hold-out data: 0.0008643144392408431
Epoch: 89
Loss on hold-out set: 2.1462652564598384e-06
MeanAbsoluteError value on hold-out data: 0.00128068623598665
Epoch: 90
Loss on hold-out set: 7.953074583173685e-07
MeanAbsoluteError value on hold-out data: 0.0007406318327412009
Epoch: 91
Loss on hold-out set: 2.0084763587664593e-06
MeanAbsoluteError value on hold-out data: 0.0012449586065486073
Epoch: 92
Loss on hold-out set: 1.4745403339370218e-06
MeanAbsoluteError value on hold-out data: 0.0009915679693222046
Epoch: 93
Loss on hold-out set: 8.380241201148937e-07
MeanAbsoluteError value on hold-out data: 0.0006966477376408875
Epoch: 94
Loss on hold-out set: 1.3628127380098494e-06
MeanAbsoluteError value on hold-out data: 0.001000711927190423
Epoch: 95
Loss on hold-out set: 9.696595209509094e-07
MeanAbsoluteError value on hold-out data: 0.0008229520753957331
Epoch: 96
Loss on hold-out set: 8.153885307120407e-07
MeanAbsoluteError value on hold-out data: 0.000701988348737359
Epoch: 97
Loss on hold-out set: 8.635344801615037e-07
MeanAbsoluteError value on hold-out data: 0.0007279765559360385
Epoch: 98
Loss on hold-out set: 1.3503684608797182e-06
MeanAbsoluteError value on hold-out data: 0.0009372183703817427
Epoch: 99
Loss on hold-out set: 1.5626213562077633e-06
MeanAbsoluteError value on hold-out data: 0.001004134421236813
Epoch: 100
Loss on hold-out set: 1.6013233422339768e-06
MeanAbsoluteError value on hold-out data: 0.001001532655209303
Epoch: 101
Loss on hold-out set: 1.6312783853978685e-06
MeanAbsoluteError value on hold-out data: 0.001022189506329596
Epoch: 102
Loss on hold-out set: 1.1660367643064371e-06
MeanAbsoluteError value on hold-out data: 0.0009210509015247226
Epoch: 103
Loss on hold-out set: 1.2948454687270546e-06
MeanAbsoluteError value on hold-out data: 0.000899536011274904
Epoch: 104
Loss on hold-out set: 7.906742080894429e-07
MeanAbsoluteError value on hold-out data: 0.0007193812634795904
Epoch: 105
Loss on hold-out set: 1.7003885047345718e-06
MeanAbsoluteError value on hold-out data: 0.0011192638194188476
Epoch: 106
Loss on hold-out set: 7.374551868311895e-07
MeanAbsoluteError value on hold-out data: 0.0006884273607283831
Epoch: 107
Loss on hold-out set: 8.843110175750833e-07
MeanAbsoluteError value on hold-out data: 0.000735485227778554
Epoch: 108
Loss on hold-out set: 1.5604288115320321e-06
MeanAbsoluteError value on hold-out data: 0.0010188478045165539
Epoch: 109
Loss on hold-out set: 7.213379262793751e-07
MeanAbsoluteError value on hold-out data: 0.0006799721741117537
Epoch: 110
Loss on hold-out set: 1.6300022287815898e-06
MeanAbsoluteError value on hold-out data: 0.0010294545209035277
Epoch: 111
Loss on hold-out set: 2.9832315861382926e-06
MeanAbsoluteError value on hold-out data: 0.0014713641721755266
Epoch: 112
Loss on hold-out set: 7.455967166746492e-07
MeanAbsoluteError value on hold-out data: 0.0007106465054675937
Epoch: 113
Loss on hold-out set: 8.911156437709276e-07
MeanAbsoluteError value on hold-out data: 0.0007234728545881808
Epoch: 114
Loss on hold-out set: 9.596906194859073e-07
MeanAbsoluteError value on hold-out data: 0.0008418518118560314
Epoch: 115
Loss on hold-out set: 7.664714128343173e-07
MeanAbsoluteError value on hold-out data: 0.0006820908165536821
Epoch: 116
Loss on hold-out set: 8.884072188336106e-07
MeanAbsoluteError value on hold-out data: 0.000782693037763238
Epoch: 117
Loss on hold-out set: 7.641717161277484e-07
MeanAbsoluteError value on hold-out data: 0.0006758898380212486
Epoch: 118
Loss on hold-out set: 1.4172241855283994e-06
MeanAbsoluteError value on hold-out data: 0.000984126585535705
Epoch: 119
Loss on hold-out set: 1.1315729929824906e-06
MeanAbsoluteError value on hold-out data: 0.0008669337839819491
Epoch: 120
Loss on hold-out set: 2.9954173984291488e-06
MeanAbsoluteError value on hold-out data: 0.0014766061212867498
Epoch: 121
Loss on hold-out set: 7.984300416716486e-07
MeanAbsoluteError value on hold-out data: 0.0007319384603761137
Epoch: 122
Loss on hold-out set: 8.268601294940498e-07
MeanAbsoluteError value on hold-out data: 0.0007680225535295904
Epoch: 123
Loss on hold-out set: 8.40838820382627e-07
MeanAbsoluteError value on hold-out data: 0.0007232022471725941
Epoch: 124
Loss on hold-out set: 1.6427470829792303e-06
MeanAbsoluteError value on hold-out data: 0.0010399841703474522
Epoch: 125
Loss on hold-out set: 8.070266954536447e-07
MeanAbsoluteError value on hold-out data: 0.0006960153696127236
Epoch: 126
Loss on hold-out set: 7.95734024450212e-07
MeanAbsoluteError value on hold-out data: 0.0007138603832572699
Epoch: 127
Loss on hold-out set: 2.192241857721036e-06
MeanAbsoluteError value on hold-out data: 0.001283524907194078
Epoch: 128
Loss on hold-out set: 8.456933653196057e-07
MeanAbsoluteError value on hold-out data: 0.0007044199155643582
Epoch: 129
Loss on hold-out set: 1.4248654276973236e-06
MeanAbsoluteError value on hold-out data: 0.0009460678556933999
Epoch: 130
Loss on hold-out set: 1.2710556277922408e-06
MeanAbsoluteError value on hold-out data: 0.0008679497404955328
Epoch: 131
Loss on hold-out set: 8.631997445718298e-07
MeanAbsoluteError value on hold-out data: 0.0007809156086295843
Epoch: 132
Loss on hold-out set: 9.967749073999025e-07
MeanAbsoluteError value on hold-out data: 0.0008155718678608537
Epoch: 133
Loss on hold-out set: 9.624959362169577e-07
MeanAbsoluteError value on hold-out data: 0.0008270362159237266
Epoch: 134
Loss on hold-out set: 1.5187341528662028e-06
MeanAbsoluteError value on hold-out data: 0.0010583603288978338
Epoch: 135
Loss on hold-out set: 8.73565779303275e-07
MeanAbsoluteError value on hold-out data: 0.0007321203011088073
Epoch: 136
Loss on hold-out set: 1.4437559081251004e-06
MeanAbsoluteError value on hold-out data: 0.0010192946065217257
Epoch: 137
Loss on hold-out set: 1.587958256375434e-06
MeanAbsoluteError value on hold-out data: 0.0010145092383027077
Epoch: 138
Loss on hold-out set: 7.485178015870658e-07
MeanAbsoluteError value on hold-out data: 0.0007110506412573159
Epoch: 139
Loss on hold-out set: 1.496999693437409e-06
MeanAbsoluteError value on hold-out data: 0.0010600420646369457
Epoch: 140
Loss on hold-out set: 7.329791906421143e-07
MeanAbsoluteError value on hold-out data: 0.0006747868610545993
Epoch: 141
Loss on hold-out set: 1.0719623621578369e-06
MeanAbsoluteError value on hold-out data: 0.0008128168992698193
Epoch: 142
Loss on hold-out set: 9.018865905720584e-07
MeanAbsoluteError value on hold-out data: 0.0007848477107472718
Epoch: 143
Loss on hold-out set: 7.590068247072151e-07
MeanAbsoluteError value on hold-out data: 0.0007196426158770919
Epoch: 144
Loss on hold-out set: 2.0778991256520385e-06
MeanAbsoluteError value on hold-out data: 0.0012529876548796892
Epoch: 145
Loss on hold-out set: 2.7690831879786297e-06
MeanAbsoluteError value on hold-out data: 0.0014160705031827092
Epoch: 146
Loss on hold-out set: 1.085186568161589e-06
MeanAbsoluteError value on hold-out data: 0.000863727938849479
Epoch: 147
Loss on hold-out set: 7.880564975966291e-07
MeanAbsoluteError value on hold-out data: 0.0006926983478479087
Epoch: 148
Loss on hold-out set: 1.0552812673617714e-06
MeanAbsoluteError value on hold-out data: 0.000878709543030709
Epoch: 149
Loss on hold-out set: 8.217377984902458e-07
MeanAbsoluteError value on hold-out data: 0.0007458364707417786
Epoch: 150
Loss on hold-out set: 1.8389680003740348e-06
MeanAbsoluteError value on hold-out data: 0.0011003816034644842
Epoch: 151
Loss on hold-out set: 7.650826865721264e-07
MeanAbsoluteError value on hold-out data: 0.000702267570886761
Epoch: 152
Loss on hold-out set: 2.171419641154688e-06
MeanAbsoluteError value on hold-out data: 0.0012663459638133645
Epoch: 153
Loss on hold-out set: 1.5779360795092473e-06
MeanAbsoluteError value on hold-out data: 0.0010181126417592168
Epoch: 154
Loss on hold-out set: 1.151990200189455e-06
MeanAbsoluteError value on hold-out data: 0.0008972561336122453
Epoch: 155
Loss on hold-out set: 1.022872541949045e-06
MeanAbsoluteError value on hold-out data: 0.0008055901271291077
Epoch: 156
Loss on hold-out set: 8.757234581935336e-07
MeanAbsoluteError value on hold-out data: 0.0007227009627968073
Epoch: 157
Loss on hold-out set: 9.733006786168867e-07
MeanAbsoluteError value on hold-out data: 0.0007680493872612715
Epoch: 158
Loss on hold-out set: 9.564361457355867e-07
MeanAbsoluteError value on hold-out data: 0.0008183246827684343
Epoch: 159
Loss on hold-out set: 1.375510141070453e-06
MeanAbsoluteError value on hold-out data: 0.0009910991648212075
Epoch: 160
Loss on hold-out set: 8.475796136053759e-07
MeanAbsoluteError value on hold-out data: 0.0007730549550615251
Epoch: 161
Loss on hold-out set: 9.24390904471623e-07
MeanAbsoluteError value on hold-out data: 0.0008044838905334473
Epoch: 162
Loss on hold-out set: 1.5083795338236646e-06
MeanAbsoluteError value on hold-out data: 0.0010278144618496299
Epoch: 163
Loss on hold-out set: 1.0240769020478742e-06
MeanAbsoluteError value on hold-out data: 0.0008509984472766519
Epoch: 164
Loss on hold-out set: 8.339843261113017e-07
MeanAbsoluteError value on hold-out data: 0.0007801348110660911
Epoch: 165
Loss on hold-out set: 1.900042546000035e-06
MeanAbsoluteError value on hold-out data: 0.0011129063786938787
Epoch: 166
Loss on hold-out set: 1.0704064594007762e-06
MeanAbsoluteError value on hold-out data: 0.0008616077830083668
Epoch: 167
Loss on hold-out set: 8.112214544553353e-07
MeanAbsoluteError value on hold-out data: 0.000687278516124934
Epoch: 168
Loss on hold-out set: 1.1285880750969786e-06
MeanAbsoluteError value on hold-out data: 0.0008334288140758872
Epoch: 169
Loss on hold-out set: 1.1863761878535465e-06
MeanAbsoluteError value on hold-out data: 0.0008556231623515487
Epoch: 170
Loss on hold-out set: 7.532715576766909e-07
MeanAbsoluteError value on hold-out data: 0.0006917938590049744
Epoch: 171
Loss on hold-out set: 7.886109472110547e-07
MeanAbsoluteError value on hold-out data: 0.0007079398492351174
Epoch: 172
Loss on hold-out set: 8.477120052073308e-07
MeanAbsoluteError value on hold-out data: 0.0007371410611085594
Epoch: 173
Loss on hold-out set: 1.1772692140801575e-06
MeanAbsoluteError value on hold-out data: 0.0009344041463918984
Epoch: 174
Loss on hold-out set: 1.012116839022453e-06
MeanAbsoluteError value on hold-out data: 0.0007966530392877758
Epoch: 175
Loss on hold-out set: 1.0398326821814408e-06
MeanAbsoluteError value on hold-out data: 0.0007961514638736844
Epoch: 176
Loss on hold-out set: 1.386709632592661e-06
MeanAbsoluteError value on hold-out data: 0.0009399282862432301
Epoch: 177
Loss on hold-out set: 1.865979551387052e-06
MeanAbsoluteError value on hold-out data: 0.0011437747161835432
Epoch: 178
Loss on hold-out set: 1.0640274078573734e-06
MeanAbsoluteError value on hold-out data: 0.0008652394753880799
Epoch: 179
Loss on hold-out set: 1.676370642983854e-06
MeanAbsoluteError value on hold-out data: 0.0010498311603441834
Epoch: 180
Loss on hold-out set: 8.312706540891668e-07
MeanAbsoluteError value on hold-out data: 0.0007466977695003152
Epoch: 181
Loss on hold-out set: 7.432047543541278e-07
MeanAbsoluteError value on hold-out data: 0.00069717614678666
Epoch: 182
Loss on hold-out set: 7.938922867476952e-07
MeanAbsoluteError value on hold-out data: 0.0007213822100311518
Epoch: 183
Loss on hold-out set: 7.92611591403049e-07
MeanAbsoluteError value on hold-out data: 0.0007020530174486339
Epoch: 184
Loss on hold-out set: 7.342815859619105e-07
MeanAbsoluteError value on hold-out data: 0.0006932723335921764
Epoch: 185
Loss on hold-out set: 7.489499165121043e-07
MeanAbsoluteError value on hold-out data: 0.0006820184062235057
Epoch: 186
Loss on hold-out set: 1.2761266510516668e-06
MeanAbsoluteError value on hold-out data: 0.0009661611984483898
Epoch: 187
Loss on hold-out set: 1.2177592710626273e-06
MeanAbsoluteError value on hold-out data: 0.0009379389812238514
Epoch: 188
Loss on hold-out set: 7.327167981412248e-07
MeanAbsoluteError value on hold-out data: 0.000679097487591207
Epoch: 189
Loss on hold-out set: 2.4432668379421766e-06
MeanAbsoluteError value on hold-out data: 0.0013277840334922075
Epoch: 190
Loss on hold-out set: 1.5748706276169216e-06
MeanAbsoluteError value on hold-out data: 0.0010764732724055648
Epoch: 191
Loss on hold-out set: 1.0098510253660957e-06
MeanAbsoluteError value on hold-out data: 0.0007652330677956343
Epoch: 192
Loss on hold-out set: 9.793393736310043e-07
MeanAbsoluteError value on hold-out data: 0.0008456408977508545
Epoch: 193
Loss on hold-out set: 8.9940631106891e-07
MeanAbsoluteError value on hold-out data: 0.00073950708610937
Epoch: 194
Loss on hold-out set: 8.037230696362923e-07
MeanAbsoluteError value on hold-out data: 0.0007263422012329102
Epoch: 195
Loss on hold-out set: 7.662612168027968e-07
MeanAbsoluteError value on hold-out data: 0.0006911790114827454
Epoch: 196
Loss on hold-out set: 1.6064093502931287e-06
MeanAbsoluteError value on hold-out data: 0.0010565439006313682
Epoch: 197
Loss on hold-out set: 1.319298974067351e-06
MeanAbsoluteError value on hold-out data: 0.0009692946332506835
Epoch: 198
Loss on hold-out set: 1.1424431359221041e-06
MeanAbsoluteError value on hold-out data: 0.0008557697874493897
Epoch: 199
Loss on hold-out set: 1.640366559303612e-06
MeanAbsoluteError value on hold-out data: 0.0010728725465014577
Epoch: 200
Loss on hold-out set: 1.8102589102944387e-06
MeanAbsoluteError value on hold-out data: 0.0011076059890910983
Epoch: 201
Loss on hold-out set: 7.567796000802656e-07
MeanAbsoluteError value on hold-out data: 0.0007000953191891313
Epoch: 202
Loss on hold-out set: 1.8195566309049564e-06
MeanAbsoluteError value on hold-out data: 0.0011357697658240795
Epoch: 203
Loss on hold-out set: 1.3347882842778674e-06
MeanAbsoluteError value on hold-out data: 0.0009021919686347246
Epoch: 204
Loss on hold-out set: 7.891169017371934e-07
MeanAbsoluteError value on hold-out data: 0.0007270816131494939
Epoch: 205
Loss on hold-out set: 1.1615938149134308e-06
MeanAbsoluteError value on hold-out data: 0.0008606341434642673
Epoch: 206
Loss on hold-out set: 7.345110825204197e-07
MeanAbsoluteError value on hold-out data: 0.0006839701673015952
Epoch: 207
Loss on hold-out set: 1.1953512761500372e-06
MeanAbsoluteError value on hold-out data: 0.0009331157780252397
Epoch: 208
Loss on hold-out set: 7.545563851006311e-07
MeanAbsoluteError value on hold-out data: 0.0006805741577409208
Epoch: 209
Loss on hold-out set: 1.0765918213669815e-06
MeanAbsoluteError value on hold-out data: 0.0008706602384336293
Epoch: 210
Loss on hold-out set: 7.831102882741666e-07
MeanAbsoluteError value on hold-out data: 0.0007130351732484996
Epoch: 211
Loss on hold-out set: 8.928885287892067e-07
MeanAbsoluteError value on hold-out data: 0.000777237699367106
Epoch: 212
Loss on hold-out set: 1.0619119734656124e-06
MeanAbsoluteError value on hold-out data: 0.0008583912276662886
Epoch: 213
Loss on hold-out set: 9.077766116241456e-07
MeanAbsoluteError value on hold-out data: 0.0007547882269136608
Epoch: 214
Loss on hold-out set: 8.187859448910856e-07
MeanAbsoluteError value on hold-out data: 0.0007042259094305336
Epoch: 215
Loss on hold-out set: 7.755267640382394e-07
MeanAbsoluteError value on hold-out data: 0.0007411208935081959
Epoch: 216
Loss on hold-out set: 7.555756936356445e-07
MeanAbsoluteError value on hold-out data: 0.0007125628180801868
Epoch: 217
Loss on hold-out set: 1.0825590751350178e-06
MeanAbsoluteError value on hold-out data: 0.0008072194177657366
Epoch: 218
Loss on hold-out set: 1.03990529746275e-06
MeanAbsoluteError value on hold-out data: 0.0008648469811305404
Epoch: 219
Loss on hold-out set: 8.477915553857412e-07
MeanAbsoluteError value on hold-out data: 0.0007674822118133307
Epoch: 220
Loss on hold-out set: 9.31051781313167e-07
MeanAbsoluteError value on hold-out data: 0.0007613035850226879
Epoch: 221
Loss on hold-out set: 9.971382374155487e-07
MeanAbsoluteError value on hold-out data: 0.0007730245706625283
Epoch: 222
Loss on hold-out set: 1.2632532749771249e-06
MeanAbsoluteError value on hold-out data: 0.000883659697137773
Epoch: 223
Loss on hold-out set: 2.7693987476595794e-06
MeanAbsoluteError value on hold-out data: 0.001348224002867937
Epoch: 224
Loss on hold-out set: 7.892795318516969e-07
MeanAbsoluteError value on hold-out data: 0.0007033675792627037
Epoch: 225
Loss on hold-out set: 1.386525455542981e-06
MeanAbsoluteError value on hold-out data: 0.0010010399855673313
Epoch: 226
Loss on hold-out set: 8.065463685642709e-07
MeanAbsoluteError value on hold-out data: 0.0007413122220896184
Epoch: 227
Loss on hold-out set: 7.515647203385574e-07
MeanAbsoluteError value on hold-out data: 0.0006880915025249124
Epoch: 228
Loss on hold-out set: 1.79693388155591e-06
MeanAbsoluteError value on hold-out data: 0.0011327466927468777
Epoch: 229
Loss on hold-out set: 8.074478221085603e-07
MeanAbsoluteError value on hold-out data: 0.0006895822007209063
Epoch: 230
Loss on hold-out set: 7.85014641188844e-07
MeanAbsoluteError value on hold-out data: 0.0006950822426006198
Epoch: 231
Loss on hold-out set: 1.3389814844581101e-06
MeanAbsoluteError value on hold-out data: 0.0009310880559496582
Epoch: 232
Loss on hold-out set: 2.5507075546416813e-06
MeanAbsoluteError value on hold-out data: 0.0014137831749394536
Epoch: 233
Loss on hold-out set: 9.80199734849171e-07
MeanAbsoluteError value on hold-out data: 0.0007827013614587486
Epoch: 234
Loss on hold-out set: 8.119854726373887e-07
MeanAbsoluteError value on hold-out data: 0.0007365238852798939
Epoch: 235
Loss on hold-out set: 2.0583358596363373e-06
MeanAbsoluteError value on hold-out data: 0.001201282488182187
Epoch: 236
Loss on hold-out set: 2.892769386492616e-06
MeanAbsoluteError value on hold-out data: 0.0014958122046664357
Epoch: 237
Loss on hold-out set: 8.27417055076624e-07
MeanAbsoluteError value on hold-out data: 0.0007465902017429471
Early stopping at epoch 236
Fold: 6
Epoch: 1
Loss on hold-out set: 0.03245265015329306
MeanAbsoluteError value on hold-out data: 0.14086765050888062
Epoch: 2
Loss on hold-out set: 0.029937907838477537
MeanAbsoluteError value on hold-out data: 0.13671118021011353
Epoch: 3
Loss on hold-out set: 0.02829283819748805
MeanAbsoluteError value on hold-out data: 0.13334611058235168
Epoch: 4
Loss on hold-out set: 0.027516703909406297
MeanAbsoluteError value on hold-out data: 0.13136377930641174
Epoch: 5
Loss on hold-out set: 0.02692116854282526
MeanAbsoluteError value on hold-out data: 0.1294308602809906
Epoch: 6
Loss on hold-out set: 0.026451285140445598
MeanAbsoluteError value on hold-out data: 0.1281503438949585
Epoch: 7
Loss on hold-out set: 0.02527929054429898
MeanAbsoluteError value on hold-out data: 0.12656952440738678
Epoch: 8
Loss on hold-out set: 0.024336171264831837
MeanAbsoluteError value on hold-out data: 0.1250428855419159
Epoch: 9
Loss on hold-out set: 0.025230247133339826
MeanAbsoluteError value on hold-out data: 0.12346276640892029
Epoch: 10
Loss on hold-out set: 0.02527631876560358
MeanAbsoluteError value on hold-out data: 0.12223757058382034
Epoch: 11
Loss on hold-out set: 0.023159789852797985
MeanAbsoluteError value on hold-out data: 0.12039507180452347
Epoch: 12
Loss on hold-out set: 0.02323401002929761
MeanAbsoluteError value on hold-out data: 0.11874785274267197
Epoch: 13
Loss on hold-out set: 0.022235261992766306
MeanAbsoluteError value on hold-out data: 0.11730146408081055
Epoch: 14
Loss on hold-out set: 0.021322548031233825
MeanAbsoluteError value on hold-out data: 0.11567922681570053
Epoch: 15
Loss on hold-out set: 0.021990449239428226
MeanAbsoluteError value on hold-out data: 0.11408683657646179
Epoch: 16
Loss on hold-out set: 0.02080423879222228
MeanAbsoluteError value on hold-out data: 0.11253999918699265
Epoch: 17
Loss on hold-out set: 0.020079239844702758
MeanAbsoluteError value on hold-out data: 0.11062925308942795
Epoch: 18
Loss on hold-out set: 0.0203615973631923
MeanAbsoluteError value on hold-out data: 0.10915695130825043
Epoch: 19
Loss on hold-out set: 0.018557271006732032
MeanAbsoluteError value on hold-out data: 0.10778586566448212
Epoch: 20
Loss on hold-out set: 0.017939700315204952
MeanAbsoluteError value on hold-out data: 0.10527566075325012
Epoch: 21
Loss on hold-out set: 0.0176489449894199
MeanAbsoluteError value on hold-out data: 0.10358849167823792
Epoch: 22
Loss on hold-out set: 0.016834113317040298
MeanAbsoluteError value on hold-out data: 0.10191264748573303
Epoch: 23
Loss on hold-out set: 0.01655216798043022
MeanAbsoluteError value on hold-out data: 0.10016920417547226
Epoch: 24
Loss on hold-out set: 0.01577197753179532
MeanAbsoluteError value on hold-out data: 0.09866096824407578
Epoch: 25
Loss on hold-out set: 0.015955624528802358
MeanAbsoluteError value on hold-out data: 0.09645137190818787
Epoch: 26
Loss on hold-out set: 0.015130185951980261
MeanAbsoluteError value on hold-out data: 0.09444669634103775
Epoch: 27
Loss on hold-out set: 0.01405731957549086
MeanAbsoluteError value on hold-out data: 0.09264153242111206
Epoch: 28
Loss on hold-out set: 0.013364455931318494
MeanAbsoluteError value on hold-out data: 0.09157397598028183
Epoch: 29
Loss on hold-out set: 0.013425277546048164
MeanAbsoluteError value on hold-out data: 0.08908471465110779
Epoch: 30
Loss on hold-out set: 0.012360528738309558
MeanAbsoluteError value on hold-out data: 0.08975908905267715
Epoch: 31
Loss on hold-out set: 0.01176718009922367
MeanAbsoluteError value on hold-out data: 0.08578701317310333
Epoch: 32
Loss on hold-out set: 0.011280182319191786
MeanAbsoluteError value on hold-out data: 0.08457688987255096
Epoch: 33
Loss on hold-out set: 0.01103567837092739
MeanAbsoluteError value on hold-out data: 0.08229852467775345
Epoch: 34
Loss on hold-out set: 0.01030962595429558
MeanAbsoluteError value on hold-out data: 0.08023262023925781
Epoch: 35
Loss on hold-out set: 0.009843920715726338
MeanAbsoluteError value on hold-out data: 0.07872714847326279
Epoch: 36
Loss on hold-out set: 0.009863402121342145
MeanAbsoluteError value on hold-out data: 0.07698238641023636
Epoch: 37
Loss on hold-out set: 0.008904051680404406
MeanAbsoluteError value on hold-out data: 0.07568611949682236
Epoch: 38
Loss on hold-out set: 0.008444744448822279
MeanAbsoluteError value on hold-out data: 0.07374317944049835
Epoch: 39
Loss on hold-out set: 0.0084490655348278
MeanAbsoluteError value on hold-out data: 0.0726100355386734
Epoch: 40
Loss on hold-out set: 0.008021667062376555
MeanAbsoluteError value on hold-out data: 0.07109545171260834
Epoch: 41
Loss on hold-out set: 0.007229909927655871
MeanAbsoluteError value on hold-out data: 0.0685495138168335
Epoch: 42
Loss on hold-out set: 0.00687128144244735
MeanAbsoluteError value on hold-out data: 0.06686233729124069
Epoch: 43
Loss on hold-out set: 0.006647214347210068
MeanAbsoluteError value on hold-out data: 0.06464337557554245
Epoch: 44
Loss on hold-out set: 0.006205529977495854
MeanAbsoluteError value on hold-out data: 0.06348452717065811
Epoch: 45
Loss on hold-out set: 0.0057553380835228245
MeanAbsoluteError value on hold-out data: 0.061889372766017914
Epoch: 46
Loss on hold-out set: 0.005887699062721088
MeanAbsoluteError value on hold-out data: 0.05949046462774277
Epoch: 47
Loss on hold-out set: 0.005239592229302686
MeanAbsoluteError value on hold-out data: 0.057949379086494446
Epoch: 48
Loss on hold-out set: 0.0049285739302062075
MeanAbsoluteError value on hold-out data: 0.05746709182858467
Epoch: 49
Loss on hold-out set: 0.004904449917376041
MeanAbsoluteError value on hold-out data: 0.05585406348109245
Epoch: 50
Loss on hold-out set: 0.004498669125426274
MeanAbsoluteError value on hold-out data: 0.053576670587062836
Epoch: 51
Loss on hold-out set: 0.00412127736937971
MeanAbsoluteError value on hold-out data: 0.05309368297457695
Epoch: 52
Loss on hold-out set: 0.003954802147256067
MeanAbsoluteError value on hold-out data: 0.05107884854078293
Epoch: 53
Loss on hold-out set: 0.0036915692214209298
MeanAbsoluteError value on hold-out data: 0.050237640738487244
Epoch: 54
Loss on hold-out set: 0.0036100774036290553
MeanAbsoluteError value on hold-out data: 0.04901555925607681
Epoch: 55
Loss on hold-out set: 0.0032251599029852794
MeanAbsoluteError value on hold-out data: 0.04763748496770859
Epoch: 56
Loss on hold-out set: 0.0032294568731091344
MeanAbsoluteError value on hold-out data: 0.04594147577881813
Epoch: 57
Loss on hold-out set: 0.0029203682564772093
MeanAbsoluteError value on hold-out data: 0.045293040573596954
Epoch: 58
Loss on hold-out set: 0.002735721878707409
MeanAbsoluteError value on hold-out data: 0.0440380796790123
Epoch: 59
Loss on hold-out set: 0.0026134537944856743
MeanAbsoluteError value on hold-out data: 0.042605455964803696
Epoch: 60
Loss on hold-out set: 0.0024809463513800157
MeanAbsoluteError value on hold-out data: 0.04077577963471413
Epoch: 61
Loss on hold-out set: 0.0022063360531599475
MeanAbsoluteError value on hold-out data: 0.04012061655521393
Epoch: 62
Loss on hold-out set: 0.0020969542495619794
MeanAbsoluteError value on hold-out data: 0.03828536346554756
Epoch: 63
Loss on hold-out set: 0.001886636318746381
MeanAbsoluteError value on hold-out data: 0.03729378432035446
Epoch: 64
Loss on hold-out set: 0.001781672310943787
MeanAbsoluteError value on hold-out data: 0.03637649863958359
Epoch: 65
Loss on hold-out set: 0.0016150530472469444
MeanAbsoluteError value on hold-out data: 0.03430173546075821
Epoch: 66
Loss on hold-out set: 0.0015159812218581254
MeanAbsoluteError value on hold-out data: 0.032969579100608826
Epoch: 67
Loss on hold-out set: 0.0013986954268497916
MeanAbsoluteError value on hold-out data: 0.032116468995809555
Epoch: 68
Loss on hold-out set: 0.0012648437494555344
MeanAbsoluteError value on hold-out data: 0.030125152319669724
Epoch: 69
Loss on hold-out set: 0.00114251609864788
MeanAbsoluteError value on hold-out data: 0.02911190688610077
Epoch: 70
Loss on hold-out set: 0.0010593986774508196
MeanAbsoluteError value on hold-out data: 0.02759036235511303
Epoch: 71
Loss on hold-out set: 0.0010113531607203186
MeanAbsoluteError value on hold-out data: 0.027148254215717316
Epoch: 72
Loss on hold-out set: 0.0008627844419187078
MeanAbsoluteError value on hold-out data: 0.02504691295325756
Epoch: 73
Loss on hold-out set: 0.0007890698437292415
MeanAbsoluteError value on hold-out data: 0.023874621838331223
Epoch: 74
Loss on hold-out set: 0.0007021063726055077
MeanAbsoluteError value on hold-out data: 0.0224680844694376
Epoch: 75
Loss on hold-out set: 0.0006597266854861608
MeanAbsoluteError value on hold-out data: 0.02159777097404003
Epoch: 76
Loss on hold-out set: 0.0005758114387460339
MeanAbsoluteError value on hold-out data: 0.019855013117194176
Epoch: 77
Loss on hold-out set: 0.0005788179338336564
MeanAbsoluteError value on hold-out data: 0.020093245431780815
Epoch: 78
Loss on hold-out set: 0.00043257836883780186
MeanAbsoluteError value on hold-out data: 0.017830684781074524
Epoch: 79
Loss on hold-out set: 0.0003867392347624096
MeanAbsoluteError value on hold-out data: 0.016905147582292557
Epoch: 80
Loss on hold-out set: 0.0003434557483370344
MeanAbsoluteError value on hold-out data: 0.015605499967932701
Epoch: 81
Loss on hold-out set: 0.0002892513198625798
MeanAbsoluteError value on hold-out data: 0.014563535340130329
Epoch: 82
Loss on hold-out set: 0.00023648242383317737
MeanAbsoluteError value on hold-out data: 0.012989643029868603
Epoch: 83
Loss on hold-out set: 0.0001934448681332959
MeanAbsoluteError value on hold-out data: 0.011838158592581749
Epoch: 84
Loss on hold-out set: 0.00015844651576256953
MeanAbsoluteError value on hold-out data: 0.010769248008728027
Epoch: 85
Loss on hold-out set: 0.00014997333402369314
MeanAbsoluteError value on hold-out data: 0.010661058127880096
Epoch: 86
Loss on hold-out set: 0.00011330501057762795
MeanAbsoluteError value on hold-out data: 0.00895108561962843
Epoch: 87
Loss on hold-out set: 8.47121499156436e-05
MeanAbsoluteError value on hold-out data: 0.007822479121387005
Epoch: 88
Loss on hold-out set: 6.597179344680626e-05
MeanAbsoluteError value on hold-out data: 0.0069653345271945
Epoch: 89
Loss on hold-out set: 5.2012711911139864e-05
MeanAbsoluteError value on hold-out data: 0.006260201800614595
Epoch: 90
Loss on hold-out set: 4.2638356927245e-05
MeanAbsoluteError value on hold-out data: 0.0056742713786661625
Epoch: 91
Loss on hold-out set: 3.141855708795797e-05
MeanAbsoluteError value on hold-out data: 0.004820171743631363
Epoch: 92
Loss on hold-out set: 2.7910977643421993e-05
MeanAbsoluteError value on hold-out data: 0.004541595000773668
Epoch: 93
Loss on hold-out set: 1.852988743149371e-05
MeanAbsoluteError value on hold-out data: 0.003642669878900051
Epoch: 94
Loss on hold-out set: 1.549445673495379e-05
MeanAbsoluteError value on hold-out data: 0.0033192643895745277
Epoch: 95
Loss on hold-out set: 1.054696317973699e-05
MeanAbsoluteError value on hold-out data: 0.0027394085191190243
Epoch: 96
Loss on hold-out set: 8.956233194532195e-06
MeanAbsoluteError value on hold-out data: 0.002407859079539776
Epoch: 97
Loss on hold-out set: 5.721074435664027e-06
MeanAbsoluteError value on hold-out data: 0.001986450282856822
Epoch: 98
Loss on hold-out set: 4.466623312719793e-06
MeanAbsoluteError value on hold-out data: 0.0017267843941226602
Epoch: 99
Loss on hold-out set: 3.658459368475283e-06
MeanAbsoluteError value on hold-out data: 0.0015675707254558802
Epoch: 100
Loss on hold-out set: 2.491652909296905e-06
MeanAbsoluteError value on hold-out data: 0.0012327636359259486
Epoch: 101
Loss on hold-out set: 2.283083150499666e-06
MeanAbsoluteError value on hold-out data: 0.0011152505176141858
Epoch: 102
Loss on hold-out set: 1.6709130713584623e-06
MeanAbsoluteError value on hold-out data: 0.0010034134611487389
Epoch: 103
Loss on hold-out set: 1.4711313707056643e-06
MeanAbsoluteError value on hold-out data: 0.0009420114220120013
Epoch: 104
Loss on hold-out set: 1.4972205257471126e-06
MeanAbsoluteError value on hold-out data: 0.0009798341197893023
Epoch: 105
Loss on hold-out set: 1.177837490856221e-06
MeanAbsoluteError value on hold-out data: 0.0008697047014720738
Epoch: 106
Loss on hold-out set: 1.0495119707999179e-06
MeanAbsoluteError value on hold-out data: 0.0008389622671529651
Epoch: 107
Loss on hold-out set: 1.1591980375249898e-06
MeanAbsoluteError value on hold-out data: 0.0009018450509756804
Epoch: 108
Loss on hold-out set: 1.0120222592254672e-06
MeanAbsoluteError value on hold-out data: 0.0007935511530376971
Epoch: 109
Loss on hold-out set: 9.480808387252182e-07
MeanAbsoluteError value on hold-out data: 0.000766422541346401
Epoch: 110
Loss on hold-out set: 1.212674581333536e-06
MeanAbsoluteError value on hold-out data: 0.000849161995574832
Epoch: 111
Loss on hold-out set: 1.2225954195016059e-06
MeanAbsoluteError value on hold-out data: 0.000936703581828624
Epoch: 112
Loss on hold-out set: 1.128927753877808e-06
MeanAbsoluteError value on hold-out data: 0.0008899075328372419
Epoch: 113
Loss on hold-out set: 1.6765166343737712e-06
MeanAbsoluteError value on hold-out data: 0.0011335513554513454
Epoch: 114
Loss on hold-out set: 1.3181561939745734e-06
MeanAbsoluteError value on hold-out data: 0.000985352206043899
Epoch: 115
Loss on hold-out set: 9.292080890715554e-07
MeanAbsoluteError value on hold-out data: 0.0007518719648942351
Epoch: 116
Loss on hold-out set: 9.330286248908893e-07
MeanAbsoluteError value on hold-out data: 0.0008099127444438636
Epoch: 117
Loss on hold-out set: 9.15087005418732e-07
MeanAbsoluteError value on hold-out data: 0.0007503929082304239
Epoch: 118
Loss on hold-out set: 1.0808954759620694e-06
MeanAbsoluteError value on hold-out data: 0.000769838341511786
Epoch: 119
Loss on hold-out set: 1.1038005512686e-06
MeanAbsoluteError value on hold-out data: 0.0008964940207079053
Epoch: 120
Loss on hold-out set: 1.492494128832242e-06
MeanAbsoluteError value on hold-out data: 0.0009366964804939926
Epoch: 121
Loss on hold-out set: 1.8215801254392807e-06
MeanAbsoluteError value on hold-out data: 0.0011740237241610885
Epoch: 122
Loss on hold-out set: 1.1035518722425108e-06
MeanAbsoluteError value on hold-out data: 0.0008079773979261518
Epoch: 123
Loss on hold-out set: 9.14054608686526e-07
MeanAbsoluteError value on hold-out data: 0.000746774603612721
Epoch: 124
Loss on hold-out set: 1.0358226806881878e-06
MeanAbsoluteError value on hold-out data: 0.0007778930012136698
Epoch: 125
Loss on hold-out set: 1.5680006500728127e-06
MeanAbsoluteError value on hold-out data: 0.0009754771599546075
Epoch: 126
Loss on hold-out set: 8.935519461444458e-07
MeanAbsoluteError value on hold-out data: 0.0007469665142707527
Epoch: 127
Loss on hold-out set: 9.245896432748151e-07
MeanAbsoluteError value on hold-out data: 0.0007587508298456669
Epoch: 128
Loss on hold-out set: 9.415014425520404e-07
MeanAbsoluteError value on hold-out data: 0.0008044973947107792
Epoch: 129
Loss on hold-out set: 1.3197813691826573e-06
MeanAbsoluteError value on hold-out data: 0.000994435278698802
Epoch: 130
Loss on hold-out set: 1.4267318201396288e-06
MeanAbsoluteError value on hold-out data: 0.0010207713348791003
Epoch: 131
Loss on hold-out set: 9.035398890616236e-07
MeanAbsoluteError value on hold-out data: 0.0007453825091943145
Epoch: 132
Loss on hold-out set: 1.0236198897053748e-06
MeanAbsoluteError value on hold-out data: 0.0008627382921986282
Epoch: 133
Loss on hold-out set: 1.2304077035178825e-06
MeanAbsoluteError value on hold-out data: 0.0009379770490340889
Epoch: 134
Loss on hold-out set: 8.472188535681478e-07
MeanAbsoluteError value on hold-out data: 0.0007320927688851953
Epoch: 135
Loss on hold-out set: 9.899271709365655e-07
MeanAbsoluteError value on hold-out data: 0.0007938540657050908
Epoch: 136
Loss on hold-out set: 9.945232586862683e-07
MeanAbsoluteError value on hold-out data: 0.0008456353098154068
Epoch: 137
Loss on hold-out set: 1.1761011561562695e-06
MeanAbsoluteError value on hold-out data: 0.0008476754301227629
Epoch: 138
Loss on hold-out set: 2.5747504143789856e-06
MeanAbsoluteError value on hold-out data: 0.0014047807781025767
Epoch: 139
Loss on hold-out set: 1.068286654624619e-06
MeanAbsoluteError value on hold-out data: 0.0008032145560719073
Epoch: 140
Loss on hold-out set: 1.2045269604991167e-06
MeanAbsoluteError value on hold-out data: 0.0008314925944432616
Epoch: 141
Loss on hold-out set: 1.1685094136737462e-06
MeanAbsoluteError value on hold-out data: 0.0009151067351922393
Epoch: 142
Loss on hold-out set: 1.2615764979692847e-06
MeanAbsoluteError value on hold-out data: 0.0009496236452832818
Epoch: 143
Loss on hold-out set: 9.033401817340256e-07
MeanAbsoluteError value on hold-out data: 0.0007551684393547475
Epoch: 144
Loss on hold-out set: 1.0099500159937563e-06
MeanAbsoluteError value on hold-out data: 0.0008226379286497831
Epoch: 145
Loss on hold-out set: 8.774993559130123e-07
MeanAbsoluteError value on hold-out data: 0.0007466450915671885
Epoch: 146
Loss on hold-out set: 1.7817611181341747e-06
MeanAbsoluteError value on hold-out data: 0.0011522569693624973
Epoch: 147
Loss on hold-out set: 1.4712530025043145e-06
MeanAbsoluteError value on hold-out data: 0.0009504344197921455
Epoch: 148
Loss on hold-out set: 1.598445923998672e-06
MeanAbsoluteError value on hold-out data: 0.001107018324546516
Epoch: 149
Loss on hold-out set: 1.1898051009386388e-06
MeanAbsoluteError value on hold-out data: 0.0008420329540967941
Epoch: 150
Loss on hold-out set: 9.302286142743609e-07
MeanAbsoluteError value on hold-out data: 0.0007784805493429303
Epoch: 151
Loss on hold-out set: 1.332906746343864e-06
MeanAbsoluteError value on hold-out data: 0.0009916647104546428
Epoch: 152
Loss on hold-out set: 1.7621846382098738e-06
MeanAbsoluteError value on hold-out data: 0.0010308327618986368
Epoch: 153
Loss on hold-out set: 2.294823782624287e-06
MeanAbsoluteError value on hold-out data: 0.0013262677239254117
Epoch: 154
Loss on hold-out set: 9.3490992014722e-07
MeanAbsoluteError value on hold-out data: 0.0007586725987493992
Epoch: 155
Loss on hold-out set: 1.0167482112312707e-06
MeanAbsoluteError value on hold-out data: 0.0008518986869603395
Epoch: 156
Loss on hold-out set: 1.0646147162473285e-06
MeanAbsoluteError value on hold-out data: 0.0008062947308644652
Epoch: 157
Loss on hold-out set: 1.8840601945577453e-06
MeanAbsoluteError value on hold-out data: 0.0011848672293126583
Epoch: 158
Loss on hold-out set: 8.720077044717283e-07
MeanAbsoluteError value on hold-out data: 0.0007742329617030919
Epoch: 159
Loss on hold-out set: 1.2409560580496104e-06
MeanAbsoluteError value on hold-out data: 0.0009597872849553823
Epoch: 160
Loss on hold-out set: 9.398705152272249e-07
MeanAbsoluteError value on hold-out data: 0.0008131074137054384
Epoch: 161
Loss on hold-out set: 9.629948683945818e-07
MeanAbsoluteError value on hold-out data: 0.0008027830044738948
Epoch: 162
Loss on hold-out set: 2.9028063951185545e-06
MeanAbsoluteError value on hold-out data: 0.001509509515017271
Epoch: 163
Loss on hold-out set: 1.1602060112636536e-06
MeanAbsoluteError value on hold-out data: 0.0009169132099486887
Epoch: 164
Loss on hold-out set: 1.3065587351180652e-06
MeanAbsoluteError value on hold-out data: 0.0008668256341479719
Epoch: 165
Loss on hold-out set: 1.1077086434432624e-06
MeanAbsoluteError value on hold-out data: 0.0007992806495167315
Epoch: 166
Loss on hold-out set: 1.5023510749975126e-06
MeanAbsoluteError value on hold-out data: 0.0010706365574151278
Epoch: 167
Loss on hold-out set: 1.4598885710571408e-06
MeanAbsoluteError value on hold-out data: 0.0009567845845595002
Epoch: 168
Loss on hold-out set: 1.0356051103162126e-06
MeanAbsoluteError value on hold-out data: 0.000792502542026341
Epoch: 169
Loss on hold-out set: 1.1950488800931243e-06
MeanAbsoluteError value on hold-out data: 0.0009180729975923896
Epoch: 170
Loss on hold-out set: 9.058403542474899e-07
MeanAbsoluteError value on hold-out data: 0.000745992292650044
Epoch: 171
Loss on hold-out set: 1.0573122302468198e-06
MeanAbsoluteError value on hold-out data: 0.000776253582444042
Epoch: 172
Loss on hold-out set: 1.023894132965954e-06
MeanAbsoluteError value on hold-out data: 0.0008214268600568175
Epoch: 173
Loss on hold-out set: 1.3944565073241113e-06
MeanAbsoluteError value on hold-out data: 0.0009091240935958922
Epoch: 174
Loss on hold-out set: 1.095590575389976e-06
MeanAbsoluteError value on hold-out data: 0.0008819181239232421
Epoch: 175
Loss on hold-out set: 1.2258141234374657e-06
MeanAbsoluteError value on hold-out data: 0.0008590995566919446
Epoch: 176
Loss on hold-out set: 1.8832685471946975e-06
MeanAbsoluteError value on hold-out data: 0.0010681995190680027
Epoch: 177
Loss on hold-out set: 2.116334091904439e-06
MeanAbsoluteError value on hold-out data: 0.001247972366400063
Epoch: 178
Loss on hold-out set: 8.700037946814868e-07
MeanAbsoluteError value on hold-out data: 0.0007405794458463788
Epoch: 179
Loss on hold-out set: 1.3273582995819966e-06
MeanAbsoluteError value on hold-out data: 0.0009849781636148691
Epoch: 180
Loss on hold-out set: 1.4113053383040935e-06
MeanAbsoluteError value on hold-out data: 0.001031251042149961
Epoch: 181
Loss on hold-out set: 1.5106474244510957e-06
MeanAbsoluteError value on hold-out data: 0.0010673818178474903
Epoch: 182
Loss on hold-out set: 8.964295294442938e-07
MeanAbsoluteError value on hold-out data: 0.0007483754307031631
Epoch: 183
Loss on hold-out set: 1.1597653217275085e-06
MeanAbsoluteError value on hold-out data: 0.000920131744351238
Epoch: 184
Loss on hold-out set: 1.0524826537815757e-06
MeanAbsoluteError value on hold-out data: 0.0007811819668859243
Epoch: 185
Loss on hold-out set: 1.0273590935237455e-06
MeanAbsoluteError value on hold-out data: 0.0007854176219552755
Epoch: 186
Loss on hold-out set: 8.956336784011071e-07
MeanAbsoluteError value on hold-out data: 0.0007624945719726384
Epoch: 187
Loss on hold-out set: 1.4293851004017947e-06
MeanAbsoluteError value on hold-out data: 0.0008997168624773622
Epoch: 188
Loss on hold-out set: 1.3437911526090409e-06
MeanAbsoluteError value on hold-out data: 0.0008919315878301859
Epoch: 189
Loss on hold-out set: 1.264830468873977e-06
MeanAbsoluteError value on hold-out data: 0.0009656053152866662
Epoch: 190
Loss on hold-out set: 1.1081204608951969e-06
MeanAbsoluteError value on hold-out data: 0.0009032567613758147
Epoch: 191
Loss on hold-out set: 9.781914557676757e-07
MeanAbsoluteError value on hold-out data: 0.0008242491749115288
Epoch: 192
Loss on hold-out set: 1.0395194137275282e-06
MeanAbsoluteError value on hold-out data: 0.0008548330515623093
Epoch: 193
Loss on hold-out set: 9.469173785594019e-07
MeanAbsoluteError value on hold-out data: 0.0007622651173733175
Epoch: 194
Loss on hold-out set: 1.742542692157328e-06
MeanAbsoluteError value on hold-out data: 0.0010369886877015233
Epoch: 195
Loss on hold-out set: 9.05163832297918e-07
MeanAbsoluteError value on hold-out data: 0.0007581431418657303
Epoch: 196
Loss on hold-out set: 2.0964049554095254e-06
MeanAbsoluteError value on hold-out data: 0.0012634900631383061
Epoch: 197
Loss on hold-out set: 9.459675447068058e-07
MeanAbsoluteError value on hold-out data: 0.0008026305586099625
Epoch: 198
Loss on hold-out set: 2.8077383131648485e-06
MeanAbsoluteError value on hold-out data: 0.0014720404287800193
Epoch: 199
Loss on hold-out set: 2.1359399555037203e-06
MeanAbsoluteError value on hold-out data: 0.0011428827419877052
Epoch: 200
Loss on hold-out set: 9.148658517250834e-07
MeanAbsoluteError value on hold-out data: 0.0007486320100724697
Epoch: 201
Loss on hold-out set: 1.0961487209197703e-06
MeanAbsoluteError value on hold-out data: 0.000782158924266696
Epoch: 202
Loss on hold-out set: 9.60933675742126e-07
MeanAbsoluteError value on hold-out data: 0.0007913624285720289
Epoch: 203
Loss on hold-out set: 1.0387803246640733e-06
MeanAbsoluteError value on hold-out data: 0.0007976206252351403
Epoch: 204
Loss on hold-out set: 9.370687861904187e-07
MeanAbsoluteError value on hold-out data: 0.0007545456755906343
Epoch: 205
Loss on hold-out set: 1.2104233676906845e-06
MeanAbsoluteError value on hold-out data: 0.0008242145995609462
Epoch: 206
Loss on hold-out set: 9.81963873632944e-07
MeanAbsoluteError value on hold-out data: 0.0007676207460463047
Epoch: 207
Loss on hold-out set: 1.43362080087592e-06
MeanAbsoluteError value on hold-out data: 0.001025986042805016
Epoch: 208
Loss on hold-out set: 8.758725256869254e-07
MeanAbsoluteError value on hold-out data: 0.0007326999912038445
Epoch: 209
Loss on hold-out set: 1.1531544496042793e-06
MeanAbsoluteError value on hold-out data: 0.0008190689259208739
Epoch: 210
Loss on hold-out set: 1.121986682706987e-06
MeanAbsoluteError value on hold-out data: 0.0007906031096354127
Epoch: 211
Loss on hold-out set: 9.500167790904995e-07
MeanAbsoluteError value on hold-out data: 0.0008126976317726076
Epoch: 212
Loss on hold-out set: 9.550393630119147e-07
MeanAbsoluteError value on hold-out data: 0.0007627565646544099
Epoch: 213
Loss on hold-out set: 1.1018448097169871e-06
MeanAbsoluteError value on hold-out data: 0.0008049141615629196
Epoch: 214
Loss on hold-out set: 1.2005662072694506e-06
MeanAbsoluteError value on hold-out data: 0.0008400712395086884
Epoch: 215
Loss on hold-out set: 2.687372793493873e-06
MeanAbsoluteError value on hold-out data: 0.0014474877389147878
Epoch: 216
Loss on hold-out set: 9.396292039827341e-07
MeanAbsoluteError value on hold-out data: 0.000754958891775459
Epoch: 217
Loss on hold-out set: 1.5203187812263563e-06
MeanAbsoluteError value on hold-out data: 0.0010694555239751935
Epoch: 218
Loss on hold-out set: 1.1597399416875585e-06
MeanAbsoluteError value on hold-out data: 0.0009367843740619719
Epoch: 219
Loss on hold-out set: 2.345335780354127e-06
MeanAbsoluteError value on hold-out data: 0.0012570711551234126
Epoch: 220
Loss on hold-out set: 8.721815928625941e-07
MeanAbsoluteError value on hold-out data: 0.0007395233842544258
Epoch: 221
Loss on hold-out set: 9.618803329221219e-07
MeanAbsoluteError value on hold-out data: 0.0007958656060509384
Epoch: 222
Loss on hold-out set: 9.151909414238337e-07
MeanAbsoluteError value on hold-out data: 0.0007815494318492711
Epoch: 223
Loss on hold-out set: 1.5644483168076617e-06
MeanAbsoluteError value on hold-out data: 0.0010627094889059663
Epoch: 224
Loss on hold-out set: 9.08892740898619e-07
MeanAbsoluteError value on hold-out data: 0.00074207060970366
Epoch: 225
Loss on hold-out set: 1.3932300165519196e-06
MeanAbsoluteError value on hold-out data: 0.0009223095257766545
Epoch: 226
Loss on hold-out set: 9.378548913201274e-07
MeanAbsoluteError value on hold-out data: 0.0007681304705329239
Epoch: 227
Loss on hold-out set: 1.2142314132618665e-06
MeanAbsoluteError value on hold-out data: 0.0008592075901106
Epoch: 228
Loss on hold-out set: 1.6723788051492122e-06
MeanAbsoluteError value on hold-out data: 0.0010183824924752116
Epoch: 229
Loss on hold-out set: 1.5211526282690522e-06
MeanAbsoluteError value on hold-out data: 0.0009443892049603164
Epoch: 230
Loss on hold-out set: 1.753862136411044e-06
MeanAbsoluteError value on hold-out data: 0.0010401991894468665
Epoch: 231
Loss on hold-out set: 8.904821304265799e-07
MeanAbsoluteError value on hold-out data: 0.0007334620459005237
Epoch: 232
Loss on hold-out set: 1.0794739379294838e-06
MeanAbsoluteError value on hold-out data: 0.0008854035404510796
Epoch: 233
Loss on hold-out set: 9.212558576511863e-07
MeanAbsoluteError value on hold-out data: 0.0007558376528322697
Epoch: 234
Loss on hold-out set: 1.3012422116914352e-06
MeanAbsoluteError value on hold-out data: 0.0009748225565999746
Epoch: 235
Loss on hold-out set: 2.219812297600863e-06
MeanAbsoluteError value on hold-out data: 0.0012995320139452815
Epoch: 236
Loss on hold-out set: 1.8933541503849062e-06
MeanAbsoluteError value on hold-out data: 0.0010664716828614473
Epoch: 237
Loss on hold-out set: 1.3325998137448691e-06
MeanAbsoluteError value on hold-out data: 0.0009916540002450347
Epoch: 238
Loss on hold-out set: 1.3918722874432906e-06
MeanAbsoluteError value on hold-out data: 0.0010111681185662746
Epoch: 239
Loss on hold-out set: 9.373728022847689e-07
MeanAbsoluteError value on hold-out data: 0.000802261580247432
Epoch: 240
Loss on hold-out set: 1.8105784358969966e-06
MeanAbsoluteError value on hold-out data: 0.0011576730757951736
Epoch: 241
Loss on hold-out set: 9.579770964872016e-07
MeanAbsoluteError value on hold-out data: 0.0008171668159775436
Epoch: 242
Loss on hold-out set: 1.0077250104464279e-06
MeanAbsoluteError value on hold-out data: 0.0007793039549142122
Epoch: 243
Loss on hold-out set: 1.4191061399497603e-06
MeanAbsoluteError value on hold-out data: 0.0010367835639044642
Epoch: 244
Loss on hold-out set: 1.02784744408032e-06
MeanAbsoluteError value on hold-out data: 0.0008549661142751575
Epoch: 245
Loss on hold-out set: 1.770824531796769e-06
MeanAbsoluteError value on hold-out data: 0.0011482078116387129
Epoch: 246
Loss on hold-out set: 1.7129880146827559e-06
MeanAbsoluteError value on hold-out data: 0.0011306807864457369
Epoch: 247
Loss on hold-out set: 9.348717683748803e-07
MeanAbsoluteError value on hold-out data: 0.0007640362600795925
Epoch: 248
Loss on hold-out set: 9.119959827330604e-07
MeanAbsoluteError value on hold-out data: 0.0007636850350536406
Epoch: 249
Loss on hold-out set: 1.0398654764615528e-06
MeanAbsoluteError value on hold-out data: 0.0008684869972057641
Epoch: 250
Loss on hold-out set: 1.3616475288157603e-06
MeanAbsoluteError value on hold-out data: 0.0009211932774633169
Epoch: 251
Loss on hold-out set: 1.124659195721296e-06
MeanAbsoluteError value on hold-out data: 0.0009193340665660799
Epoch: 252
Loss on hold-out set: 1.1689351577633015e-06
MeanAbsoluteError value on hold-out data: 0.0008307693060487509
Epoch: 253
Loss on hold-out set: 1.3806449251555582e-06
MeanAbsoluteError value on hold-out data: 0.001002290635369718
Epoch: 254
Loss on hold-out set: 1.7626186639483e-06
MeanAbsoluteError value on hold-out data: 0.0011268537491559982
Epoch: 255
Loss on hold-out set: 9.807657466336213e-07
MeanAbsoluteError value on hold-out data: 0.000769016973208636
Epoch: 256
Loss on hold-out set: 1.382190257222996e-06
MeanAbsoluteError value on hold-out data: 0.000896114157512784
Epoch: 257
Loss on hold-out set: 1.082179728392965e-06
MeanAbsoluteError value on hold-out data: 0.0008778882911428809
Epoch: 258
Loss on hold-out set: 1.0186050430477806e-06
MeanAbsoluteError value on hold-out data: 0.000779668043833226
Epoch: 259
Loss on hold-out set: 9.528154954261062e-07
MeanAbsoluteError value on hold-out data: 0.0007699816487729549
Epoch: 260
Loss on hold-out set: 9.812305992686386e-07
MeanAbsoluteError value on hold-out data: 0.0008350852876901627
Epoch: 261
Loss on hold-out set: 1.2412966025994347e-06
MeanAbsoluteError value on hold-out data: 0.0009665308170951903
Epoch: 262
Loss on hold-out set: 1.3164751416857493e-06
MeanAbsoluteError value on hold-out data: 0.0009698127978481352
Early stopping at epoch 261
Fold: 7
Epoch: 1
Loss on hold-out set: 0.020399123716812868
MeanAbsoluteError value on hold-out data: 0.11458620429039001
Epoch: 2
Loss on hold-out set: 0.021274781069503382
MeanAbsoluteError value on hold-out data: 0.11256371438503265
Epoch: 3
Loss on hold-out set: 0.018890586359283097
MeanAbsoluteError value on hold-out data: 0.11180184036493301
Epoch: 4
Loss on hold-out set: 0.01901711609501105
MeanAbsoluteError value on hold-out data: 0.11097075790166855
Epoch: 5
Loss on hold-out set: 0.019202551517922144
MeanAbsoluteError value on hold-out data: 0.11022438108921051
Epoch: 6
Loss on hold-out set: 0.01907711257584966
MeanAbsoluteError value on hold-out data: 0.10950955748558044
Epoch: 7
Loss on hold-out set: 0.017926587687375452
MeanAbsoluteError value on hold-out data: 0.10880780965089798
Epoch: 8
Loss on hold-out set: 0.01800389552059082
MeanAbsoluteError value on hold-out data: 0.10791629552841187
Epoch: 9
Loss on hold-out set: 0.017220816646630947
MeanAbsoluteError value on hold-out data: 0.1067039743065834
Epoch: 10
Loss on hold-out set: 0.017510928929998323
MeanAbsoluteError value on hold-out data: 0.10517700016498566
Epoch: 11
Loss on hold-out set: 0.01637507749434847
MeanAbsoluteError value on hold-out data: 0.10404253005981445
Epoch: 12
Loss on hold-out set: 0.015883124003616664
MeanAbsoluteError value on hold-out data: 0.10274133086204529
Epoch: 13
Loss on hold-out set: 0.015854086726903915
MeanAbsoluteError value on hold-out data: 0.10156828910112381
Epoch: 14
Loss on hold-out set: 0.015520077789775454
MeanAbsoluteError value on hold-out data: 0.09999064356088638
Epoch: 15
Loss on hold-out set: 0.01446706300171522
MeanAbsoluteError value on hold-out data: 0.09859035164117813
Epoch: 16
Loss on hold-out set: 0.015121234939075433
MeanAbsoluteError value on hold-out data: 0.09648318588733673
Epoch: 17
Loss on hold-out set: 0.01380686007010249
MeanAbsoluteError value on hold-out data: 0.0949351117014885
Epoch: 18
Loss on hold-out set: 0.013273782598284574
MeanAbsoluteError value on hold-out data: 0.09327444434165955
Epoch: 19
Loss on hold-out set: 0.012546405160369782
MeanAbsoluteError value on hold-out data: 0.09184754639863968
Epoch: 20
Loss on hold-out set: 0.012315797064310083
MeanAbsoluteError value on hold-out data: 0.08968042582273483
Epoch: 21
Loss on hold-out set: 0.011943216435611248
MeanAbsoluteError value on hold-out data: 0.08763162791728973
Epoch: 22
Loss on hold-out set: 0.010940704978286074
MeanAbsoluteError value on hold-out data: 0.08573396503925323
Epoch: 23
Loss on hold-out set: 0.010715326365943138
MeanAbsoluteError value on hold-out data: 0.08412018418312073
Epoch: 24
Loss on hold-out set: 0.01016256737952622
MeanAbsoluteError value on hold-out data: 0.08194559067487717
Epoch: 25
Loss on hold-out set: 0.009688696967294583
MeanAbsoluteError value on hold-out data: 0.07971043884754181
Epoch: 26
Loss on hold-out set: 0.009165786278362457
MeanAbsoluteError value on hold-out data: 0.07780085504055023
Epoch: 27
Loss on hold-out set: 0.008818408474326134
MeanAbsoluteError value on hold-out data: 0.07546032220125198
Epoch: 28
Loss on hold-out set: 0.008218324187999735
MeanAbsoluteError value on hold-out data: 0.07399435341358185
Epoch: 29
Loss on hold-out set: 0.007857659079421025
MeanAbsoluteError value on hold-out data: 0.07161948829889297
Epoch: 30
Loss on hold-out set: 0.0073204471443135
MeanAbsoluteError value on hold-out data: 0.06972397118806839
Epoch: 31
Loss on hold-out set: 0.007158363936468959
MeanAbsoluteError value on hold-out data: 0.06789343804121017
Epoch: 32
Loss on hold-out set: 0.0064698283632214255
MeanAbsoluteError value on hold-out data: 0.0661216676235199
Epoch: 33
Loss on hold-out set: 0.006129233453136224
MeanAbsoluteError value on hold-out data: 0.06338212639093399
Epoch: 34
Loss on hold-out set: 0.005645341902541427
MeanAbsoluteError value on hold-out data: 0.06159918010234833
Epoch: 35
Loss on hold-out set: 0.005441839054513436
MeanAbsoluteError value on hold-out data: 0.05962590128183365
Epoch: 36
Loss on hold-out set: 0.005156655598861666
MeanAbsoluteError value on hold-out data: 0.05756907910108566
Epoch: 37
Loss on hold-out set: 0.004652570592812621
MeanAbsoluteError value on hold-out data: 0.05655457079410553
Epoch: 38
Loss on hold-out set: 0.0043186136127377935
MeanAbsoluteError value on hold-out data: 0.05361579731106758
Epoch: 39
Loss on hold-out set: 0.004054351835153424
MeanAbsoluteError value on hold-out data: 0.0517391674220562
Epoch: 40
Loss on hold-out set: 0.003972799669449719
MeanAbsoluteError value on hold-out data: 0.049706052988767624
Epoch: 41
Loss on hold-out set: 0.003495585003222984
MeanAbsoluteError value on hold-out data: 0.047493599355220795
Epoch: 42
Loss on hold-out set: 0.0031486954629564514
MeanAbsoluteError value on hold-out data: 0.04608878120779991
Epoch: 43
Loss on hold-out set: 0.002997073190412126
MeanAbsoluteError value on hold-out data: 0.04282929375767708
Epoch: 44
Loss on hold-out set: 0.002585003067416927
MeanAbsoluteError value on hold-out data: 0.041051726788282394
Epoch: 45
Loss on hold-out set: 0.002318079028135309
MeanAbsoluteError value on hold-out data: 0.03848433122038841
Epoch: 46
Loss on hold-out set: 0.0023023307484646258
MeanAbsoluteError value on hold-out data: 0.036574020981788635
Epoch: 47
Loss on hold-out set: 0.001908362650563224
MeanAbsoluteError value on hold-out data: 0.03508640453219414
Epoch: 48
Loss on hold-out set: 0.0018799358334105748
MeanAbsoluteError value on hold-out data: 0.034446194767951965
Epoch: 49
Loss on hold-out set: 0.0015189770649438007
MeanAbsoluteError value on hold-out data: 0.03101980686187744
Epoch: 50
Loss on hold-out set: 0.0014413773404577603
MeanAbsoluteError value on hold-out data: 0.029152262955904007
Epoch: 51
Loss on hold-out set: 0.0012231771520768793
MeanAbsoluteError value on hold-out data: 0.02812638133764267
Epoch: 52
Loss on hold-out set: 0.00102842925004482
MeanAbsoluteError value on hold-out data: 0.02537587471306324
Epoch: 53
Loss on hold-out set: 0.0009119744701400542
MeanAbsoluteError value on hold-out data: 0.023747563362121582
Epoch: 54
Loss on hold-out set: 0.0008227480776930371
MeanAbsoluteError value on hold-out data: 0.022192709147930145
Epoch: 55
Loss on hold-out set: 0.0007242096046236559
MeanAbsoluteError value on hold-out data: 0.02056756429374218
Epoch: 56
Loss on hold-out set: 0.0006612599704217595
MeanAbsoluteError value on hold-out data: 0.01918920688331127
Epoch: 57
Loss on hold-out set: 0.00051295594088375
MeanAbsoluteError value on hold-out data: 0.017712265253067017
Epoch: 58
Loss on hold-out set: 0.0004617784064836227
MeanAbsoluteError value on hold-out data: 0.01695503294467926
Epoch: 59
Loss on hold-out set: 0.0004211423443988539
MeanAbsoluteError value on hold-out data: 0.01513003371655941
Epoch: 60
Loss on hold-out set: 0.00031986901180621667
MeanAbsoluteError value on hold-out data: 0.013968736864626408
Epoch: 61
Loss on hold-out set: 0.00030467503641445475
MeanAbsoluteError value on hold-out data: 0.013138252310454845
Epoch: 62
Loss on hold-out set: 0.0002349662323607705
MeanAbsoluteError value on hold-out data: 0.01197097823023796
Epoch: 63
Loss on hold-out set: 0.00021618546676248885
MeanAbsoluteError value on hold-out data: 0.011616106145083904
Epoch: 64
Loss on hold-out set: 0.00016333046984912542
MeanAbsoluteError value on hold-out data: 0.009853065945208073
Epoch: 65
Loss on hold-out set: 0.00013237260449946357
MeanAbsoluteError value on hold-out data: 0.008869525045156479
Epoch: 66
Loss on hold-out set: 0.00011131328462327544
MeanAbsoluteError value on hold-out data: 0.008337906561791897
Epoch: 67
Loss on hold-out set: 9.006939553028833e-05
MeanAbsoluteError value on hold-out data: 0.00731130363419652
Epoch: 68
Loss on hold-out set: 7.378229712720405e-05
MeanAbsoluteError value on hold-out data: 0.006696929223835468
Epoch: 69
Loss on hold-out set: 6.933389816437669e-05
MeanAbsoluteError value on hold-out data: 0.006167109590023756
Epoch: 70
Loss on hold-out set: 5.359519631243669e-05
MeanAbsoluteError value on hold-out data: 0.0054633296094834805
Epoch: 71
Loss on hold-out set: 4.587299904065171e-05
MeanAbsoluteError value on hold-out data: 0.004930224269628525
Epoch: 72
Loss on hold-out set: 4.311034689845446e-05
MeanAbsoluteError value on hold-out data: 0.005113176070153713
Epoch: 73
Loss on hold-out set: 2.9707548562258195e-05
MeanAbsoluteError value on hold-out data: 0.004143272060900927
Epoch: 74
Loss on hold-out set: 2.4165775637531904e-05
MeanAbsoluteError value on hold-out data: 0.0036860203836113214
Epoch: 75
Loss on hold-out set: 2.153883490161836e-05
MeanAbsoluteError value on hold-out data: 0.0032433948945254087
Epoch: 76
Loss on hold-out set: 1.9652874523392082e-05
MeanAbsoluteError value on hold-out data: 0.002983701881021261
Epoch: 77
Loss on hold-out set: 1.9948027924189002e-05
MeanAbsoluteError value on hold-out data: 0.003545229323208332
Epoch: 78
Loss on hold-out set: 1.6505113797813046e-05
MeanAbsoluteError value on hold-out data: 0.003119800705462694
Epoch: 79
Loss on hold-out set: 1.544696949797351e-05
MeanAbsoluteError value on hold-out data: 0.0030683972872793674
Epoch: 80
Loss on hold-out set: 1.1164489583629453e-05
MeanAbsoluteError value on hold-out data: 0.002205425640568137
Epoch: 81
Loss on hold-out set: 1.0192827840700584e-05
MeanAbsoluteError value on hold-out data: 0.002026797505095601
Epoch: 82
Loss on hold-out set: 9.210658005870824e-06
MeanAbsoluteError value on hold-out data: 0.0019989812280982733
Epoch: 83
Loss on hold-out set: 8.554618187435362e-06
MeanAbsoluteError value on hold-out data: 0.0017866375856101513
Epoch: 84
Loss on hold-out set: 9.591642013289787e-06
MeanAbsoluteError value on hold-out data: 0.002504299860447645
Epoch: 85
Loss on hold-out set: 7.089792120495986e-06
MeanAbsoluteError value on hold-out data: 0.0016094142338261008
Epoch: 86
Loss on hold-out set: 6.361787235129248e-06
MeanAbsoluteError value on hold-out data: 0.0016220771940425038
Epoch: 87
Loss on hold-out set: 5.07416385831815e-06
MeanAbsoluteError value on hold-out data: 0.001455299905501306
Epoch: 88
Loss on hold-out set: 4.937631318241004e-06
MeanAbsoluteError value on hold-out data: 0.0015746013959869742
Epoch: 89
Loss on hold-out set: 4.018661697430686e-06
MeanAbsoluteError value on hold-out data: 0.0012622842332348228
Epoch: 90
Loss on hold-out set: 4.277123675951071e-06
MeanAbsoluteError value on hold-out data: 0.0013826038921251893
Epoch: 91
Loss on hold-out set: 5.341797689722555e-06
MeanAbsoluteError value on hold-out data: 0.0019468626705929637
Epoch: 92
Loss on hold-out set: 2.8872212982815445e-06
MeanAbsoluteError value on hold-out data: 0.001277280505746603
Epoch: 93
Loss on hold-out set: 3.404398962804687e-06
MeanAbsoluteError value on hold-out data: 0.0015442381845787168
Epoch: 94
Loss on hold-out set: 2.027124410757936e-06
MeanAbsoluteError value on hold-out data: 0.0010112427407875657
Epoch: 95
Loss on hold-out set: 1.8135606799555367e-06
MeanAbsoluteError value on hold-out data: 0.0009316831128671765
Epoch: 96
Loss on hold-out set: 1.7025066304435873e-06
MeanAbsoluteError value on hold-out data: 0.0009514907724224031
Epoch: 97
Loss on hold-out set: 1.580115823484308e-06
MeanAbsoluteError value on hold-out data: 0.0010243847500532866
Epoch: 98
Loss on hold-out set: 1.2182661115809003e-06
MeanAbsoluteError value on hold-out data: 0.0008321786881424487
Epoch: 99
Loss on hold-out set: 1.186889339631027e-06
MeanAbsoluteError value on hold-out data: 0.0008465660503134131
Epoch: 100
Loss on hold-out set: 2.7208059586533077e-06
MeanAbsoluteError value on hold-out data: 0.001401202054694295
Epoch: 101
Loss on hold-out set: 1.2622494737640338e-06
MeanAbsoluteError value on hold-out data: 0.0009376910165883601
Epoch: 102
Loss on hold-out set: 1.2478535784164426e-06
MeanAbsoluteError value on hold-out data: 0.0008465683204121888
Epoch: 103
Loss on hold-out set: 1.1408088204015817e-06
MeanAbsoluteError value on hold-out data: 0.0008251489489339292
Epoch: 104
Loss on hold-out set: 1.0610499823717244e-06
MeanAbsoluteError value on hold-out data: 0.0008396934135816991
Epoch: 105
Loss on hold-out set: 8.882659749623109e-07
MeanAbsoluteError value on hold-out data: 0.0007302982266992331
Epoch: 106
Loss on hold-out set: 1.0541452658466928e-06
MeanAbsoluteError value on hold-out data: 0.0008402690291404724
Epoch: 107
Loss on hold-out set: 1.3468791232403769e-06
MeanAbsoluteError value on hold-out data: 0.0008854508632794023
Epoch: 108
Loss on hold-out set: 1.3611883586096296e-06
MeanAbsoluteError value on hold-out data: 0.0009929122170433402
Epoch: 109
Loss on hold-out set: 1.2329167545361158e-06
MeanAbsoluteError value on hold-out data: 0.0009368110331706703
Epoch: 110
Loss on hold-out set: 9.250398005196286e-07
MeanAbsoluteError value on hold-out data: 0.00073309859726578
Epoch: 111
Loss on hold-out set: 5.691415935871191e-06
MeanAbsoluteError value on hold-out data: 0.0022108391858637333
Epoch: 112
Loss on hold-out set: 1.4216816015715058e-06
MeanAbsoluteError value on hold-out data: 0.0009240589570254087
Epoch: 113
Loss on hold-out set: 9.480651062159058e-07
MeanAbsoluteError value on hold-out data: 0.0007479980704374611
Epoch: 114
Loss on hold-out set: 1.011192346403242e-06
MeanAbsoluteError value on hold-out data: 0.0007810844690538943
Epoch: 115
Loss on hold-out set: 9.264892213423082e-07
MeanAbsoluteError value on hold-out data: 0.0007303368765860796
Epoch: 116
Loss on hold-out set: 9.798355860696645e-07
MeanAbsoluteError value on hold-out data: 0.0008224901393987238
Epoch: 117
Loss on hold-out set: 8.014213943414899e-07
MeanAbsoluteError value on hold-out data: 0.0007019467884674668
Epoch: 118
Loss on hold-out set: 9.250523213757753e-07
MeanAbsoluteError value on hold-out data: 0.0007900505443103611
Epoch: 119
Loss on hold-out set: 8.063697374784449e-07
MeanAbsoluteError value on hold-out data: 0.0006946676294319332
Epoch: 120
Loss on hold-out set: 1.6115033995097642e-06
MeanAbsoluteError value on hold-out data: 0.0010655454825609922
Epoch: 121
Loss on hold-out set: 1.0827521175717545e-06
MeanAbsoluteError value on hold-out data: 0.0008076473604887724
Epoch: 122
Loss on hold-out set: 8.991065593241169e-07
MeanAbsoluteError value on hold-out data: 0.0007489052368327975
Epoch: 123
Loss on hold-out set: 8.846284651134248e-07
MeanAbsoluteError value on hold-out data: 0.000776659871917218
Epoch: 124
Loss on hold-out set: 2.4326432489593012e-06
MeanAbsoluteError value on hold-out data: 0.001358676701784134
Epoch: 125
Loss on hold-out set: 8.412832768884143e-07
MeanAbsoluteError value on hold-out data: 0.0007375914719887078
Epoch: 126
Loss on hold-out set: 1.1630185711580382e-06
MeanAbsoluteError value on hold-out data: 0.0008444029372185469
Epoch: 127
Loss on hold-out set: 2.0040406088110803e-06
MeanAbsoluteError value on hold-out data: 0.0012084348127245903
Epoch: 128
Loss on hold-out set: 8.250565031175938e-07
MeanAbsoluteError value on hold-out data: 0.0007274220115505159
Epoch: 129
Loss on hold-out set: 9.425684503674767e-07
MeanAbsoluteError value on hold-out data: 0.0007947208941914141
Epoch: 130
Loss on hold-out set: 8.598114351780868e-07
MeanAbsoluteError value on hold-out data: 0.0007052136352285743
Epoch: 131
Loss on hold-out set: 9.857667792472896e-07
MeanAbsoluteError value on hold-out data: 0.0008189407526515424
Epoch: 132
Loss on hold-out set: 8.576286085406956e-07
MeanAbsoluteError value on hold-out data: 0.0007488490082323551
Epoch: 133
Loss on hold-out set: 1.2352983888446872e-06
MeanAbsoluteError value on hold-out data: 0.0008744543301872909
Epoch: 134
Loss on hold-out set: 8.355421374954648e-07
MeanAbsoluteError value on hold-out data: 0.0007158013177104294
Epoch: 135
Loss on hold-out set: 1.179330782773692e-06
MeanAbsoluteError value on hold-out data: 0.0008370100986212492
Epoch: 136
Loss on hold-out set: 8.579272157651128e-07
MeanAbsoluteError value on hold-out data: 0.0007048682891763747
Epoch: 137
Loss on hold-out set: 1.01361408374382e-06
MeanAbsoluteError value on hold-out data: 0.0008275689324364066
Epoch: 138
Loss on hold-out set: 9.724533782673461e-07
MeanAbsoluteError value on hold-out data: 0.000769428675994277
Epoch: 139
Loss on hold-out set: 1.3275453942294637e-06
MeanAbsoluteError value on hold-out data: 0.0009119100286625326
Epoch: 140
Loss on hold-out set: 8.359627044613333e-07
MeanAbsoluteError value on hold-out data: 0.0007057105540297925
Epoch: 141
Loss on hold-out set: 8.700097359119004e-07
MeanAbsoluteError value on hold-out data: 0.0007241250714287162
Epoch: 142
Loss on hold-out set: 8.311585610534586e-07
MeanAbsoluteError value on hold-out data: 0.0006879233405925333
Epoch: 143
Loss on hold-out set: 9.35436761350362e-07
MeanAbsoluteError value on hold-out data: 0.0007418919121846557
Epoch: 144
Loss on hold-out set: 8.294823054746722e-07
MeanAbsoluteError value on hold-out data: 0.0007187976152636111
Epoch: 145
Loss on hold-out set: 8.013338642215856e-07
MeanAbsoluteError value on hold-out data: 0.0007018090691417456
Epoch: 146
Loss on hold-out set: 1.1078126406643535e-06
MeanAbsoluteError value on hold-out data: 0.0008140418212860823
Epoch: 147
Loss on hold-out set: 8.896969435367142e-07
MeanAbsoluteError value on hold-out data: 0.0007337409188039601
Epoch: 148
Loss on hold-out set: 9.335865430470081e-07
MeanAbsoluteError value on hold-out data: 0.0007563155377283692
Epoch: 149
Loss on hold-out set: 1.2633481805306264e-06
MeanAbsoluteError value on hold-out data: 0.0009544056374579668
Epoch: 150
Loss on hold-out set: 1.3102850311077839e-06
MeanAbsoluteError value on hold-out data: 0.0009130595135502517
Epoch: 151
Loss on hold-out set: 8.606048774813994e-07
MeanAbsoluteError value on hold-out data: 0.0007120282389223576
Epoch: 152
Loss on hold-out set: 1.9807267090772466e-06
MeanAbsoluteError value on hold-out data: 0.0012235017493367195
Epoch: 153
Loss on hold-out set: 1.3396719702121538e-06
MeanAbsoluteError value on hold-out data: 0.0009873771341517568
Epoch: 154
Loss on hold-out set: 1.3332266042617937e-06
MeanAbsoluteError value on hold-out data: 0.0009861442958936095
Epoch: 155
Loss on hold-out set: 8.110266072400499e-07
MeanAbsoluteError value on hold-out data: 0.0007160436944104731
Epoch: 156
Loss on hold-out set: 8.925790491677897e-07
MeanAbsoluteError value on hold-out data: 0.0007422505877912045
Epoch: 157
Loss on hold-out set: 8.308397498196357e-07
MeanAbsoluteError value on hold-out data: 0.000687146617565304
Epoch: 158
Loss on hold-out set: 9.568075562618526e-07
MeanAbsoluteError value on hold-out data: 0.000793701910879463
Epoch: 159
Loss on hold-out set: 8.834618982361392e-07
MeanAbsoluteError value on hold-out data: 0.0007316377013921738
Epoch: 160
Loss on hold-out set: 1.096943101139494e-06
MeanAbsoluteError value on hold-out data: 0.0008042866829782724
Epoch: 161
Loss on hold-out set: 2.4833434596215598e-06
MeanAbsoluteError value on hold-out data: 0.0013752718223258853
Epoch: 162
Loss on hold-out set: 8.481256525800956e-07
MeanAbsoluteError value on hold-out data: 0.0006966713117435575
Epoch: 163
Loss on hold-out set: 1.3897531582293036e-06
MeanAbsoluteError value on hold-out data: 0.000964547332841903
Epoch: 164
Loss on hold-out set: 1.2483634770013361e-06
MeanAbsoluteError value on hold-out data: 0.0008687642985023558
Epoch: 165
Loss on hold-out set: 9.709996089231236e-07
MeanAbsoluteError value on hold-out data: 0.0008175005787052214
Epoch: 166
Loss on hold-out set: 1.1529004513459558e-06
MeanAbsoluteError value on hold-out data: 0.0009026005282066762
Epoch: 167
Loss on hold-out set: 1.7512413487216131e-06
MeanAbsoluteError value on hold-out data: 0.0011192893143743277
Epoch: 168
Loss on hold-out set: 8.15175343842174e-07
MeanAbsoluteError value on hold-out data: 0.0007148808217607439
Epoch: 169
Loss on hold-out set: 1.4424810457897436e-06
MeanAbsoluteError value on hold-out data: 0.0010195581708103418
Epoch: 170
Loss on hold-out set: 1.1964266421343311e-06
MeanAbsoluteError value on hold-out data: 0.0009008883498609066
Epoch: 171
Loss on hold-out set: 2.1557096418361584e-06
MeanAbsoluteError value on hold-out data: 0.0012723004911094904
Epoch: 172
Loss on hold-out set: 1.5507484975457303e-06
MeanAbsoluteError value on hold-out data: 0.001062068622559309
Epoch: 173
Loss on hold-out set: 1.6304004562838459e-06
MeanAbsoluteError value on hold-out data: 0.0010721669532358646
Epoch: 174
Loss on hold-out set: 8.104733163568549e-07
MeanAbsoluteError value on hold-out data: 0.0007064645760692656
Epoch: 175
Loss on hold-out set: 8.699414451029952e-07
MeanAbsoluteError value on hold-out data: 0.0007012313581071794
Epoch: 176
Loss on hold-out set: 1.3210252802764444e-06
MeanAbsoluteError value on hold-out data: 0.0009501177701167762
Epoch: 177
Loss on hold-out set: 8.755120203519394e-07
MeanAbsoluteError value on hold-out data: 0.0007636246155016124
Epoch: 178
Loss on hold-out set: 1.0003444336129737e-06
MeanAbsoluteError value on hold-out data: 0.0008183164754882455
Epoch: 179
Loss on hold-out set: 2.089573863136488e-06
MeanAbsoluteError value on hold-out data: 0.0012619600165635347
Epoch: 180
Loss on hold-out set: 1.6394269988058322e-06
MeanAbsoluteError value on hold-out data: 0.001079654786735773
Epoch: 181
Loss on hold-out set: 1.3710541155048234e-06
MeanAbsoluteError value on hold-out data: 0.000973115093074739
Epoch: 182
Loss on hold-out set: 9.28567712977523e-07
MeanAbsoluteError value on hold-out data: 0.0007514174212701619
Epoch: 183
Loss on hold-out set: 1.0418867519162561e-06
MeanAbsoluteError value on hold-out data: 0.0008523091673851013
Epoch: 184
Loss on hold-out set: 7.816830068699906e-07
MeanAbsoluteError value on hold-out data: 0.000703223398886621
Epoch: 185
Loss on hold-out set: 3.015489211905403e-06
MeanAbsoluteError value on hold-out data: 0.001496271463111043
Epoch: 186
Loss on hold-out set: 8.314570064927606e-07
MeanAbsoluteError value on hold-out data: 0.0007333589601330459
Epoch: 187
Loss on hold-out set: 8.398210018010734e-07
MeanAbsoluteError value on hold-out data: 0.0007112692110240459
Epoch: 188
Loss on hold-out set: 8.14899710104118e-07
MeanAbsoluteError value on hold-out data: 0.0007060084026306868
Epoch: 189
Loss on hold-out set: 1.430944612715953e-06
MeanAbsoluteError value on hold-out data: 0.001021000323817134
Epoch: 190
Loss on hold-out set: 1.1787707526659337e-06
MeanAbsoluteError value on hold-out data: 0.0008456440991722047
Epoch: 191
Loss on hold-out set: 8.307426519685088e-07
MeanAbsoluteError value on hold-out data: 0.0006991052650846541
Epoch: 192
Loss on hold-out set: 1.1047329232601792e-06
MeanAbsoluteError value on hold-out data: 0.000814811501186341
Epoch: 193
Loss on hold-out set: 8.117486531161305e-07
MeanAbsoluteError value on hold-out data: 0.0006956463330425322
Epoch: 194
Loss on hold-out set: 1.131230393324446e-06
MeanAbsoluteError value on hold-out data: 0.0008763071382418275
Epoch: 195
Loss on hold-out set: 1.0028920047926267e-06
MeanAbsoluteError value on hold-out data: 0.0007856839220039546
Epoch: 196
Loss on hold-out set: 2.2617266495217336e-06
MeanAbsoluteError value on hold-out data: 0.0013041198253631592
Epoch: 197
Loss on hold-out set: 9.564956214419979e-07
MeanAbsoluteError value on hold-out data: 0.0007611805922351778
Epoch: 198
Loss on hold-out set: 1.1179017790779583e-06
MeanAbsoluteError value on hold-out data: 0.0008369770366698503
Epoch: 199
Loss on hold-out set: 8.442960961474455e-07
MeanAbsoluteError value on hold-out data: 0.0007160039967857301
Epoch: 200
Loss on hold-out set: 8.641050175566096e-07
MeanAbsoluteError value on hold-out data: 0.0007401751936413348
Epoch: 201
Loss on hold-out set: 1.0235078010422371e-06
MeanAbsoluteError value on hold-out data: 0.0008046756847761571
Epoch: 202
Loss on hold-out set: 1.0521877173302457e-06
MeanAbsoluteError value on hold-out data: 0.0008536584209650755
Epoch: 203
Loss on hold-out set: 1.5779953409596951e-06
MeanAbsoluteError value on hold-out data: 0.001075931009836495
Epoch: 204
Loss on hold-out set: 1.3325789347198645e-06
MeanAbsoluteError value on hold-out data: 0.000984691083431244
Epoch: 205
Loss on hold-out set: 8.343221574810182e-07
MeanAbsoluteError value on hold-out data: 0.000721919524949044
Epoch: 206
Loss on hold-out set: 1.5308267113421327e-06
MeanAbsoluteError value on hold-out data: 0.0010256917448714375
Epoch: 207
Loss on hold-out set: 1.7822570638460233e-06
MeanAbsoluteError value on hold-out data: 0.0011404940159991384
Epoch: 208
Loss on hold-out set: 8.739709777763402e-07
MeanAbsoluteError value on hold-out data: 0.0007373924599960446
Epoch: 209
Loss on hold-out set: 8.029670751214396e-07
MeanAbsoluteError value on hold-out data: 0.0007078402559272945
Epoch: 210
Loss on hold-out set: 7.792022715263486e-07
MeanAbsoluteError value on hold-out data: 0.0006982897175475955
Epoch: 211
Loss on hold-out set: 7.937099724131258e-07
MeanAbsoluteError value on hold-out data: 0.0007030080887489021
Epoch: 212
Loss on hold-out set: 8.992070355326667e-07
MeanAbsoluteError value on hold-out data: 0.000752240652218461
Epoch: 213
Loss on hold-out set: 7.670101255668599e-07
MeanAbsoluteError value on hold-out data: 0.0006944123888388276
Epoch: 214
Loss on hold-out set: 9.324464979971918e-07
MeanAbsoluteError value on hold-out data: 0.0007344604237005115
Epoch: 215
Loss on hold-out set: 1.8504422707967303e-06
MeanAbsoluteError value on hold-out data: 0.0011673164553940296
Epoch: 216
Loss on hold-out set: 1.2150256229513336e-06
MeanAbsoluteError value on hold-out data: 0.0008491217158734798
Epoch: 217
Loss on hold-out set: 8.754637843384654e-07
MeanAbsoluteError value on hold-out data: 0.0007460916531272233
Epoch: 218
Loss on hold-out set: 1.8776139628383903e-06
MeanAbsoluteError value on hold-out data: 0.0011414188193157315
Epoch: 219
Loss on hold-out set: 1.2442672790222366e-06
MeanAbsoluteError value on hold-out data: 0.0008983725565485656
Epoch: 220
Loss on hold-out set: 1.6669531183092308e-06
MeanAbsoluteError value on hold-out data: 0.0011021040845662355
Epoch: 221
Loss on hold-out set: 1.1493550923310418e-06
MeanAbsoluteError value on hold-out data: 0.0008991674403659999
Epoch: 222
Loss on hold-out set: 1.022806051546118e-06
MeanAbsoluteError value on hold-out data: 0.0008162635494954884
Epoch: 223
Loss on hold-out set: 9.594708037988871e-07
MeanAbsoluteError value on hold-out data: 0.0008058612002059817
Epoch: 224
Loss on hold-out set: 8.313445778622526e-07
MeanAbsoluteError value on hold-out data: 0.0007105680415406823
Epoch: 225
Loss on hold-out set: 7.758102574720956e-07
MeanAbsoluteError value on hold-out data: 0.0006966604851186275
Epoch: 226
Loss on hold-out set: 1.0704805220029812e-06
MeanAbsoluteError value on hold-out data: 0.0008060330874286592
Epoch: 227
Loss on hold-out set: 2.1987294320961855e-06
MeanAbsoluteError value on hold-out data: 0.0012650254648178816
Epoch: 228
Loss on hold-out set: 1.7376784215300106e-06
MeanAbsoluteError value on hold-out data: 0.001108292955905199
Epoch: 229
Loss on hold-out set: 8.069192635782831e-07
MeanAbsoluteError value on hold-out data: 0.0007065673707984388
Epoch: 230
Loss on hold-out set: 3.3556099459439374e-06
MeanAbsoluteError value on hold-out data: 0.0016326333861798048
Epoch: 231
Loss on hold-out set: 1.3913464945639694e-06
MeanAbsoluteError value on hold-out data: 0.0009651423897594213
Epoch: 232
Loss on hold-out set: 9.309226308792299e-07
MeanAbsoluteError value on hold-out data: 0.0007270430796779692
Epoch: 233
Loss on hold-out set: 8.830392750689078e-07
MeanAbsoluteError value on hold-out data: 0.0007356739952228963
Epoch: 234
Loss on hold-out set: 3.3565891744029404e-06
MeanAbsoluteError value on hold-out data: 0.0016387503128498793
Epoch: 235
Loss on hold-out set: 1.2256708321099443e-06
MeanAbsoluteError value on hold-out data: 0.0008831315208226442
Epoch: 236
Loss on hold-out set: 9.63115137044322e-07
MeanAbsoluteError value on hold-out data: 0.0008164586615748703
Epoch: 237
Loss on hold-out set: 1.1661005622989671e-06
MeanAbsoluteError value on hold-out data: 0.0008475217036902905
Epoch: 238
Loss on hold-out set: 9.58652957085458e-07
MeanAbsoluteError value on hold-out data: 0.0008150434587150812
Epoch: 239
Loss on hold-out set: 7.808688877730674e-07
MeanAbsoluteError value on hold-out data: 0.0006911088712513447
Epoch: 240
Loss on hold-out set: 8.676232797510098e-07
MeanAbsoluteError value on hold-out data: 0.000721948454156518
Epoch: 241
Loss on hold-out set: 1.0353163894741067e-06
MeanAbsoluteError value on hold-out data: 0.0007726551848463714
Epoch: 242
Loss on hold-out set: 1.0695576100680717e-06
MeanAbsoluteError value on hold-out data: 0.0008190610096789896
Epoch: 243
Loss on hold-out set: 8.004573474478932e-07
MeanAbsoluteError value on hold-out data: 0.00070567661896348
Epoch: 244
Loss on hold-out set: 1.3796150885634863e-06
MeanAbsoluteError value on hold-out data: 0.0009812614880502224
Epoch: 245
Loss on hold-out set: 1.8459587286438014e-06
MeanAbsoluteError value on hold-out data: 0.001147874048911035
Epoch: 246
Loss on hold-out set: 2.321260406181234e-06
MeanAbsoluteError value on hold-out data: 0.0012926317285746336
Epoch: 247
Loss on hold-out set: 1.6310643655532867e-06
MeanAbsoluteError value on hold-out data: 0.0010519218631088734
Epoch: 248
Loss on hold-out set: 4.206889133666454e-06
MeanAbsoluteError value on hold-out data: 0.0018622211646288633
Epoch: 249
Loss on hold-out set: 1.2116666709971469e-06
MeanAbsoluteError value on hold-out data: 0.0008617740240879357
Epoch: 250
Loss on hold-out set: 1.1322136051953398e-06
MeanAbsoluteError value on hold-out data: 0.0008866390562616289
Epoch: 251
Loss on hold-out set: 8.612259967741501e-07
MeanAbsoluteError value on hold-out data: 0.0006920425803400576
Epoch: 252
Loss on hold-out set: 1.0258735213798131e-06
MeanAbsoluteError value on hold-out data: 0.0008320288616232574
Epoch: 253
Loss on hold-out set: 1.3468715958599485e-06
MeanAbsoluteError value on hold-out data: 0.0009382584830746055
Epoch: 254
Loss on hold-out set: 1.425289112306088e-06
MeanAbsoluteError value on hold-out data: 0.0009944557677954435
Epoch: 255
Loss on hold-out set: 9.134761941053372e-07
MeanAbsoluteError value on hold-out data: 0.0007589866290800273
Epoch: 256
Loss on hold-out set: 7.958350155289596e-07
MeanAbsoluteError value on hold-out data: 0.0006983388448134065
Epoch: 257
Loss on hold-out set: 9.95689665964724e-07
MeanAbsoluteError value on hold-out data: 0.000826261704787612
Epoch: 258
Loss on hold-out set: 8.52347953311367e-07
MeanAbsoluteError value on hold-out data: 0.0007663898286409676
Epoch: 259
Loss on hold-out set: 1.1233309683470557e-06
MeanAbsoluteError value on hold-out data: 0.0008925402071326971
Epoch: 260
Loss on hold-out set: 7.856541416755974e-07
MeanAbsoluteError value on hold-out data: 0.0006961974431760609
Epoch: 261
Loss on hold-out set: 8.395947037780178e-07
MeanAbsoluteError value on hold-out data: 0.0007269624038599432
Epoch: 262
Loss on hold-out set: 1.0067858270828694e-06
MeanAbsoluteError value on hold-out data: 0.0008180274162441492
Epoch: 263
Loss on hold-out set: 1.5752822089500394e-06
MeanAbsoluteError value on hold-out data: 0.0010676725069060922
Epoch: 264
Loss on hold-out set: 8.790456018477226e-07
MeanAbsoluteError value on hold-out data: 0.0007268798071891069
Epoch: 265
Loss on hold-out set: 1.09120571778476e-06
MeanAbsoluteError value on hold-out data: 0.0008078410755842924
Epoch: 266
Loss on hold-out set: 7.876980178550114e-07
MeanAbsoluteError value on hold-out data: 0.0007059265626594424
Epoch: 267
Loss on hold-out set: 9.570759971211373e-07
MeanAbsoluteError value on hold-out data: 0.0008076943340711296
Epoch: 268
Loss on hold-out set: 9.164816018570631e-07
MeanAbsoluteError value on hold-out data: 0.0007305617909878492
Epoch: 269
Loss on hold-out set: 7.956327797623649e-07
MeanAbsoluteError value on hold-out data: 0.0007080622017383575
Epoch: 270
Loss on hold-out set: 1.700579940251583e-06
MeanAbsoluteError value on hold-out data: 0.0011017804499715567
Epoch: 271
Loss on hold-out set: 1.0608513911427929e-06
MeanAbsoluteError value on hold-out data: 0.0007681160350330174
Epoch: 272
Loss on hold-out set: 1.722097601067127e-06
MeanAbsoluteError value on hold-out data: 0.001112261787056923
Epoch: 273
Loss on hold-out set: 1.2711822793020333e-06
MeanAbsoluteError value on hold-out data: 0.0009499899460934103
Epoch: 274
Loss on hold-out set: 1.4419073054866133e-06
MeanAbsoluteError value on hold-out data: 0.0010219416581094265
Epoch: 275
Loss on hold-out set: 2.3936487379544883e-06
MeanAbsoluteError value on hold-out data: 0.0013000069884583354
Epoch: 276
Loss on hold-out set: 8.990739629028283e-07
MeanAbsoluteError value on hold-out data: 0.0007717428379692137
Epoch: 277
Loss on hold-out set: 8.071256270516012e-07
MeanAbsoluteError value on hold-out data: 0.0007010404951870441
Epoch: 278
Loss on hold-out set: 8.22048276150921e-07
MeanAbsoluteError value on hold-out data: 0.0007088849670253694
Epoch: 279
Loss on hold-out set: 9.043526045633581e-07
MeanAbsoluteError value on hold-out data: 0.000750045059248805
Epoch: 280
Loss on hold-out set: 7.847514157132397e-07
MeanAbsoluteError value on hold-out data: 0.0007067091064527631
Epoch: 281
Loss on hold-out set: 1.0103716695434391e-06
MeanAbsoluteError value on hold-out data: 0.000822731526568532
Epoch: 282
Loss on hold-out set: 1.0887329241226184e-06
MeanAbsoluteError value on hold-out data: 0.0008183963363990188
Epoch: 283
Loss on hold-out set: 8.241670413483987e-07
MeanAbsoluteError value on hold-out data: 0.0007064973469823599
Epoch: 284
Loss on hold-out set: 8.700952032715857e-07
MeanAbsoluteError value on hold-out data: 0.0007013229769654572
Epoch: 285
Loss on hold-out set: 8.132180511211118e-07
MeanAbsoluteError value on hold-out data: 0.0007056471658870578
Epoch: 286
Loss on hold-out set: 1.6065291718475166e-06
MeanAbsoluteError value on hold-out data: 0.0010852417908608913
Epoch: 287
Loss on hold-out set: 1.0890806047077954e-06
MeanAbsoluteError value on hold-out data: 0.0008636245620436966
Epoch: 288
Loss on hold-out set: 8.381586444381985e-07
MeanAbsoluteError value on hold-out data: 0.0007086966652423143
Epoch: 289
Loss on hold-out set: 9.448769053331209e-07
MeanAbsoluteError value on hold-out data: 0.0007454092265106738
Epoch: 290
Loss on hold-out set: 1.3471464993787008e-06
MeanAbsoluteError value on hold-out data: 0.0009994000429287553
Epoch: 291
Loss on hold-out set: 1.5445330304303823e-06
MeanAbsoluteError value on hold-out data: 0.0010277352994307876
Epoch: 292
Loss on hold-out set: 1.3545421320661542e-06
MeanAbsoluteError value on hold-out data: 0.0009286595741286874
Epoch: 293
Loss on hold-out set: 1.1542368007702373e-06
MeanAbsoluteError value on hold-out data: 0.0008835038752295077
Epoch: 294
Loss on hold-out set: 8.270856491995241e-07
MeanAbsoluteError value on hold-out data: 0.0007225210429169238
Epoch: 295
Loss on hold-out set: 1.4079917561432992e-06
MeanAbsoluteError value on hold-out data: 0.0009455385734327137
Epoch: 296
Loss on hold-out set: 8.858825642969e-07
MeanAbsoluteError value on hold-out data: 0.0007789585506543517
Epoch: 297
Loss on hold-out set: 1.0844785877522484e-06
MeanAbsoluteError value on hold-out data: 0.0008591250516474247
Epoch: 298
Loss on hold-out set: 8.058603450186079e-07
MeanAbsoluteError value on hold-out data: 0.0007027988904155791
Epoch: 299
Loss on hold-out set: 9.054845428671307e-07
MeanAbsoluteError value on hold-out data: 0.0007384179625660181
Epoch: 300
Loss on hold-out set: 9.972337758986564e-07
MeanAbsoluteError value on hold-out data: 0.0008197501301765442
Epoch: 301
Loss on hold-out set: 1.2179483738131798e-06
MeanAbsoluteError value on hold-out data: 0.0008470989996567369
Epoch: 302
Loss on hold-out set: 8.483451184614611e-07
MeanAbsoluteError value on hold-out data: 0.0007147935684770346
Epoch: 303
Loss on hold-out set: 1.0270955324533413e-06
MeanAbsoluteError value on hold-out data: 0.0008032033802010119
Epoch: 304
Loss on hold-out set: 8.829782175850526e-07
MeanAbsoluteError value on hold-out data: 0.0007639942923560739
Epoch: 305
Loss on hold-out set: 1.243426324365898e-06
MeanAbsoluteError value on hold-out data: 0.0008932054042816162
Epoch: 306
Loss on hold-out set: 8.638212978422206e-07
MeanAbsoluteError value on hold-out data: 0.0007224826258607209
Epoch: 307
Loss on hold-out set: 1.1267863332984864e-06
MeanAbsoluteError value on hold-out data: 0.0008005115669220686
Epoch: 308
Loss on hold-out set: 1.0463928149944807e-06
MeanAbsoluteError value on hold-out data: 0.0008506313897669315
Epoch: 309
Loss on hold-out set: 7.678632359696936e-07
MeanAbsoluteError value on hold-out data: 0.0006877122796140611
Epoch: 310
Loss on hold-out set: 8.131431019802011e-07
MeanAbsoluteError value on hold-out data: 0.0007015902083367109
Epoch: 311
Loss on hold-out set: 1.1787175778338749e-06
MeanAbsoluteError value on hold-out data: 0.0008509318577125669
Epoch: 312
Loss on hold-out set: 8.012331267519375e-07
MeanAbsoluteError value on hold-out data: 0.0007013875874690711
Epoch: 313
Loss on hold-out set: 7.727119828779486e-07
MeanAbsoluteError value on hold-out data: 0.0006861832807771862
Epoch: 314
Loss on hold-out set: 1.3087043883458066e-06
MeanAbsoluteError value on hold-out data: 0.0009725590934976935
Epoch: 315
Loss on hold-out set: 1.775121220886761e-06
MeanAbsoluteError value on hold-out data: 0.0011199371656402946
Epoch: 316
Loss on hold-out set: 1.186984950261551e-06
MeanAbsoluteError value on hold-out data: 0.0008577650296501815
Epoch: 317
Loss on hold-out set: 9.528592112946382e-07
MeanAbsoluteError value on hold-out data: 0.0007595957140438259
Epoch: 318
Loss on hold-out set: 8.448320049690385e-07
MeanAbsoluteError value on hold-out data: 0.0007144733681343496
Epoch: 319
Loss on hold-out set: 2.2389686696792173e-06
MeanAbsoluteError value on hold-out data: 0.001281945500522852
Epoch: 320
Loss on hold-out set: 4.225561846956575e-06
MeanAbsoluteError value on hold-out data: 0.001864733058027923
Epoch: 321
Loss on hold-out set: 9.271135555676525e-07
MeanAbsoluteError value on hold-out data: 0.0007865929510444403
Epoch: 322
Loss on hold-out set: 1.0522845960062673e-06
MeanAbsoluteError value on hold-out data: 0.000792619539424777
Epoch: 323
Loss on hold-out set: 3.4461197628843365e-06
MeanAbsoluteError value on hold-out data: 0.001646206947043538
Epoch: 324
Loss on hold-out set: 9.000950434221103e-07
MeanAbsoluteError value on hold-out data: 0.0007688354817219079
Epoch: 325
Loss on hold-out set: 9.443890357593214e-07
MeanAbsoluteError value on hold-out data: 0.0007508813869208097
Epoch: 326
Loss on hold-out set: 8.628175644039752e-07
MeanAbsoluteError value on hold-out data: 0.0007572550093755126
Epoch: 327
Loss on hold-out set: 1.2849394754364487e-06
MeanAbsoluteError value on hold-out data: 0.0009713736944831908
Epoch: 328
Loss on hold-out set: 9.511750730640555e-07
MeanAbsoluteError value on hold-out data: 0.0007428898825310171
Epoch: 329
Loss on hold-out set: 8.866550991534986e-07
MeanAbsoluteError value on hold-out data: 0.0007480646017938852
Epoch: 330
Loss on hold-out set: 9.505078734351767e-07
MeanAbsoluteError value on hold-out data: 0.0008030461613088846
Epoch: 331
Loss on hold-out set: 8.749689864264208e-07
MeanAbsoluteError value on hold-out data: 0.0007388810045085847
Epoch: 332
Loss on hold-out set: 1.257428310124781e-06
MeanAbsoluteError value on hold-out data: 0.0008708156528882682
Epoch: 333
Loss on hold-out set: 1.02645157085135e-06
MeanAbsoluteError value on hold-out data: 0.000835348095279187
Epoch: 334
Loss on hold-out set: 2.271051471325336e-06
MeanAbsoluteError value on hold-out data: 0.0012906530173495412
Epoch: 335
Loss on hold-out set: 1.0293077602559956e-06
MeanAbsoluteError value on hold-out data: 0.0007745035109110177
Epoch: 336
Loss on hold-out set: 1.13170340927564e-06
MeanAbsoluteError value on hold-out data: 0.0008807667181827128
Epoch: 337
Loss on hold-out set: 1.2369729522386199e-06
MeanAbsoluteError value on hold-out data: 0.0009374389192089438
Epoch: 338
Loss on hold-out set: 1.494384391137898e-06
MeanAbsoluteError value on hold-out data: 0.0010474612936377525
Epoch: 339
Loss on hold-out set: 1.1635772479551704e-06
MeanAbsoluteError value on hold-out data: 0.000908924441318959
Epoch: 340
Loss on hold-out set: 9.284375032883382e-07
MeanAbsoluteError value on hold-out data: 0.0007180531974881887
Epoch: 341
Loss on hold-out set: 8.442047597047629e-07
MeanAbsoluteError value on hold-out data: 0.0007170573808252811
Early stopping at epoch 340
Fold: 8
Epoch: 1
Loss on hold-out set: 0.2778102274124439
MeanAbsoluteError value on hold-out data: 0.5008907914161682
Epoch: 2
Loss on hold-out set: 0.11301700598918475
MeanAbsoluteError value on hold-out data: 0.3033615052700043
Epoch: 3
Loss on hold-out set: 0.02658193572782553
MeanAbsoluteError value on hold-out data: 0.13453291356563568
Epoch: 4
Loss on hold-out set: 0.017232233730073158
MeanAbsoluteError value on hold-out data: 0.10303302854299545
Epoch: 5
Loss on hold-out set: 0.016690127694836028
MeanAbsoluteError value on hold-out data: 0.10223224759101868
Epoch: 6
Loss on hold-out set: 0.016434394861929692
MeanAbsoluteError value on hold-out data: 0.10107465088367462
Epoch: 7
Loss on hold-out set: 0.015851925270488627
MeanAbsoluteError value on hold-out data: 0.09927881509065628
Epoch: 8
Loss on hold-out set: 0.01616450110808588
MeanAbsoluteError value on hold-out data: 0.09889094531536102
Epoch: 9
Loss on hold-out set: 0.015324555015048156
MeanAbsoluteError value on hold-out data: 0.09803050756454468
Epoch: 10
Loss on hold-out set: 0.014978081417771487
MeanAbsoluteError value on hold-out data: 0.09687618911266327
Epoch: 11
Loss on hold-out set: 0.01517051888199953
MeanAbsoluteError value on hold-out data: 0.09616144001483917
Epoch: 12
Loss on hold-out set: 0.015138535437962184
MeanAbsoluteError value on hold-out data: 0.09551464766263962
Epoch: 13
Loss on hold-out set: 0.014163928124337243
MeanAbsoluteError value on hold-out data: 0.09468340873718262
Epoch: 14
Loss on hold-out set: 0.015091212752919931
MeanAbsoluteError value on hold-out data: 0.09405704587697983
Epoch: 15
Loss on hold-out set: 0.01449476035598379
MeanAbsoluteError value on hold-out data: 0.09305388480424881
Epoch: 16
Loss on hold-out set: 0.013819484846093334
MeanAbsoluteError value on hold-out data: 0.09242354333400726
Epoch: 17
Loss on hold-out set: 0.01431523861650091
MeanAbsoluteError value on hold-out data: 0.0914972797036171
Epoch: 18
Loss on hold-out set: 0.01306298951833294
MeanAbsoluteError value on hold-out data: 0.0904988944530487
Epoch: 19
Loss on hold-out set: 0.013260771341335315
MeanAbsoluteError value on hold-out data: 0.08949121832847595
Epoch: 20
Loss on hold-out set: 0.013653836445882916
MeanAbsoluteError value on hold-out data: 0.08872389048337936
Epoch: 21
Loss on hold-out set: 0.012408897638894044
MeanAbsoluteError value on hold-out data: 0.08764038234949112
Epoch: 22
Loss on hold-out set: 0.01241294856971273
MeanAbsoluteError value on hold-out data: 0.0866229459643364
Epoch: 23
Loss on hold-out set: 0.011907382366748957
MeanAbsoluteError value on hold-out data: 0.08560265600681305
Epoch: 24
Loss on hold-out set: 0.012214667020508876
MeanAbsoluteError value on hold-out data: 0.08443845063447952
Epoch: 25
Loss on hold-out set: 0.01178621008204153
MeanAbsoluteError value on hold-out data: 0.08328641951084137
Epoch: 26
Loss on hold-out set: 0.011414566829514045
MeanAbsoluteError value on hold-out data: 0.08220463991165161
Epoch: 27
Loss on hold-out set: 0.01070938495775828
MeanAbsoluteError value on hold-out data: 0.08112440258264542
Epoch: 28
Loss on hold-out set: 0.010603291304925313
MeanAbsoluteError value on hold-out data: 0.08010842651128769
Epoch: 29
Loss on hold-out set: 0.0105138009843918
MeanAbsoluteError value on hold-out data: 0.07914718240499496
Epoch: 30
Loss on hold-out set: 0.01031471536351511
MeanAbsoluteError value on hold-out data: 0.07754649221897125
Epoch: 31
Loss on hold-out set: 0.009411231901210088
MeanAbsoluteError value on hold-out data: 0.07653026282787323
Epoch: 32
Loss on hold-out set: 0.009082036504808527
MeanAbsoluteError value on hold-out data: 0.07510019093751907
Epoch: 33
Loss on hold-out set: 0.009019868878217844
MeanAbsoluteError value on hold-out data: 0.07426156103610992
Epoch: 34
Loss on hold-out set: 0.009128935993290864
MeanAbsoluteError value on hold-out data: 0.07381456345319748
Epoch: 35
Loss on hold-out set: 0.008302675954137858
MeanAbsoluteError value on hold-out data: 0.0721215009689331
Epoch: 36
Loss on hold-out set: 0.007764495425642683
MeanAbsoluteError value on hold-out data: 0.06992378830909729
Epoch: 37
Loss on hold-out set: 0.007597612199158623
MeanAbsoluteError value on hold-out data: 0.06864684820175171
Epoch: 38
Loss on hold-out set: 0.007380034416340864
MeanAbsoluteError value on hold-out data: 0.06867948174476624
Epoch: 39
Loss on hold-out set: 0.007265304394352894
MeanAbsoluteError value on hold-out data: 0.06676601618528366
Epoch: 40
Loss on hold-out set: 0.007329777563707187
MeanAbsoluteError value on hold-out data: 0.06517420709133148
Epoch: 41
Loss on hold-out set: 0.0067906274119965155
MeanAbsoluteError value on hold-out data: 0.06360854208469391
Epoch: 42
Loss on hold-out set: 0.006535855551751761
MeanAbsoluteError value on hold-out data: 0.0635761171579361
Epoch: 43
Loss on hold-out set: 0.005942068680619391
MeanAbsoluteError value on hold-out data: 0.0611511655151844
Epoch: 44
Loss on hold-out set: 0.0056778555377744715
MeanAbsoluteError value on hold-out data: 0.0603589303791523
Epoch: 45
Loss on hold-out set: 0.005752718523861124
MeanAbsoluteError value on hold-out data: 0.05882548168301582
Epoch: 46
Loss on hold-out set: 0.005216705415827723
MeanAbsoluteError value on hold-out data: 0.05754634737968445
Epoch: 47
Loss on hold-out set: 0.005026161903515458
MeanAbsoluteError value on hold-out data: 0.05655399709939957
Epoch: 48
Loss on hold-out set: 0.004688323394825252
MeanAbsoluteError value on hold-out data: 0.05513438582420349
Epoch: 49
Loss on hold-out set: 0.004497526867243533
MeanAbsoluteError value on hold-out data: 0.05411594733595848
Epoch: 50
Loss on hold-out set: 0.0046251318238389036
MeanAbsoluteError value on hold-out data: 0.05240971967577934
Epoch: 51
Loss on hold-out set: 0.004121633524146791
MeanAbsoluteError value on hold-out data: 0.051327142864465714
Epoch: 52
Loss on hold-out set: 0.004060981123564908
MeanAbsoluteError value on hold-out data: 0.05041451007127762
Epoch: 53
Loss on hold-out set: 0.003876844600129586
MeanAbsoluteError value on hold-out data: 0.05018460378050804
Epoch: 54
Loss on hold-out set: 0.0036796955660415385
MeanAbsoluteError value on hold-out data: 0.04800108075141907
Epoch: 55
Loss on hold-out set: 0.0034758498883233047
MeanAbsoluteError value on hold-out data: 0.04593617469072342
Epoch: 56
Loss on hold-out set: 0.003329110242283115
MeanAbsoluteError value on hold-out data: 0.045567840337753296
Epoch: 57
Loss on hold-out set: 0.003161173448181496
MeanAbsoluteError value on hold-out data: 0.0446900948882103
Epoch: 58
Loss on hold-out set: 0.002983326746079211
MeanAbsoluteError value on hold-out data: 0.042520929127931595
Epoch: 59
Loss on hold-out set: 0.002964033449713427
MeanAbsoluteError value on hold-out data: 0.04173239320516586
Epoch: 60
Loss on hold-out set: 0.002686110365455254
MeanAbsoluteError value on hold-out data: 0.04080738127231598
Epoch: 61
Loss on hold-out set: 0.002422184891586837
MeanAbsoluteError value on hold-out data: 0.03860824927687645
Epoch: 62
Loss on hold-out set: 0.0023475399267716478
MeanAbsoluteError value on hold-out data: 0.03745518997311592
Epoch: 63
Loss on hold-out set: 0.002147846967160988
MeanAbsoluteError value on hold-out data: 0.03617794066667557
Epoch: 64
Loss on hold-out set: 0.002018645665465066
MeanAbsoluteError value on hold-out data: 0.03503479063510895
Epoch: 65
Loss on hold-out set: 0.002025701974232036
MeanAbsoluteError value on hold-out data: 0.035105302929878235
Epoch: 66
Loss on hold-out set: 0.0017420054467108387
MeanAbsoluteError value on hold-out data: 0.032768964767456055
Epoch: 67
Loss on hold-out set: 0.0016058416311772396
MeanAbsoluteError value on hold-out data: 0.03150521218776703
Epoch: 68
Loss on hold-out set: 0.0015436531662439497
MeanAbsoluteError value on hold-out data: 0.0306408554315567
Epoch: 69
Loss on hold-out set: 0.0013784903522509222
MeanAbsoluteError value on hold-out data: 0.028998777270317078
Epoch: 70
Loss on hold-out set: 0.0014145689050425203
MeanAbsoluteError value on hold-out data: 0.030284322798252106
Epoch: 71
Loss on hold-out set: 0.0011257246414271111
MeanAbsoluteError value on hold-out data: 0.026883816346526146
Epoch: 72
Loss on hold-out set: 0.0010585167048982559
MeanAbsoluteError value on hold-out data: 0.024483656510710716
Epoch: 73
Loss on hold-out set: 0.0009319444876522399
MeanAbsoluteError value on hold-out data: 0.02339453250169754
Epoch: 74
Loss on hold-out set: 0.0007832782184078286
MeanAbsoluteError value on hold-out data: 0.021622294560074806
Epoch: 75
Loss on hold-out set: 0.0007192801343850219
MeanAbsoluteError value on hold-out data: 0.020284539088606834
Epoch: 76
Loss on hold-out set: 0.0006122395940250359
MeanAbsoluteError value on hold-out data: 0.019211621955037117
Epoch: 77
Loss on hold-out set: 0.0005943709010562787
MeanAbsoluteError value on hold-out data: 0.018513532355427742
Epoch: 78
Loss on hold-out set: 0.0004592103894258169
MeanAbsoluteError value on hold-out data: 0.016780301928520203
Epoch: 79
Loss on hold-out set: 0.00041924619402449863
MeanAbsoluteError value on hold-out data: 0.01573990285396576
Epoch: 80
Loss on hold-out set: 0.0003830711329311061
MeanAbsoluteError value on hold-out data: 0.014858132228255272
Epoch: 81
Loss on hold-out set: 0.00030528450924276304
MeanAbsoluteError value on hold-out data: 0.013500993140041828
Epoch: 82
Loss on hold-out set: 0.0002539092859548803
MeanAbsoluteError value on hold-out data: 0.01230220589786768
Epoch: 83
Loss on hold-out set: 0.00022244698573978475
MeanAbsoluteError value on hold-out data: 0.011257372796535492
Epoch: 84
Loss on hold-out set: 0.0001774942302290583
MeanAbsoluteError value on hold-out data: 0.010516233742237091
Epoch: 85
Loss on hold-out set: 0.00013912272305997947
MeanAbsoluteError value on hold-out data: 0.00924532487988472
Epoch: 86
Loss on hold-out set: 0.00012063158500006047
MeanAbsoluteError value on hold-out data: 0.008360454812645912
Epoch: 87
Loss on hold-out set: 9.077630182638622e-05
MeanAbsoluteError value on hold-out data: 0.007416847161948681
Epoch: 88
Loss on hold-out set: 7.381213729856357e-05
MeanAbsoluteError value on hold-out data: 0.006525465287268162
Epoch: 89
Loss on hold-out set: 5.781542096463874e-05
MeanAbsoluteError value on hold-out data: 0.005782220512628555
Epoch: 90
Loss on hold-out set: 5.1799941922161874e-05
MeanAbsoluteError value on hold-out data: 0.005383181385695934
Epoch: 91
Loss on hold-out set: 3.4861772082177384e-05
MeanAbsoluteError value on hold-out data: 0.004407358821481466
Epoch: 92
Loss on hold-out set: 2.6417582585753946e-05
MeanAbsoluteError value on hold-out data: 0.0038383626379072666
Epoch: 93
Loss on hold-out set: 2.2250351041573314e-05
MeanAbsoluteError value on hold-out data: 0.0032932984177023172
Epoch: 94
Loss on hold-out set: 1.5906827719356024e-05
MeanAbsoluteError value on hold-out data: 0.002890446223318577
Epoch: 95
Loss on hold-out set: 1.3382167515793788e-05
MeanAbsoluteError value on hold-out data: 0.0024758893996477127
Epoch: 96
Loss on hold-out set: 1.0099549679300533e-05
MeanAbsoluteError value on hold-out data: 0.002276242943480611
Epoch: 97
Loss on hold-out set: 8.40603250323441e-06
MeanAbsoluteError value on hold-out data: 0.001859114272519946
Epoch: 98
Loss on hold-out set: 6.884627168801671e-06
MeanAbsoluteError value on hold-out data: 0.0018143552588298917
Epoch: 99
Loss on hold-out set: 5.83202249187637e-06
MeanAbsoluteError value on hold-out data: 0.0014434101758524776
Epoch: 100
Loss on hold-out set: 4.996579902511327e-06
MeanAbsoluteError value on hold-out data: 0.0012874078238382936
Epoch: 101
Loss on hold-out set: 4.569086721281005e-06
MeanAbsoluteError value on hold-out data: 0.0011998070403933525
Epoch: 102
Loss on hold-out set: 4.149753911301209e-06
MeanAbsoluteError value on hold-out data: 0.0011384858516976237
Epoch: 103
Loss on hold-out set: 3.7564631484726237e-06
MeanAbsoluteError value on hold-out data: 0.001072030165232718
Epoch: 104
Loss on hold-out set: 3.382570578371367e-06
MeanAbsoluteError value on hold-out data: 0.0009718708461150527
Epoch: 105
Loss on hold-out set: 2.8148914933668634e-06
MeanAbsoluteError value on hold-out data: 0.0009777923114597797
Epoch: 106
Loss on hold-out set: 2.7504948718615196e-06
MeanAbsoluteError value on hold-out data: 0.0009468321222811937
Epoch: 107
Loss on hold-out set: 2.4318504669141616e-06
MeanAbsoluteError value on hold-out data: 0.0008943389402702451
Epoch: 108
Loss on hold-out set: 3.10167379124183e-06
MeanAbsoluteError value on hold-out data: 0.0011280238395556808
Epoch: 109
Loss on hold-out set: 2.027314466728897e-06
MeanAbsoluteError value on hold-out data: 0.0008794260211288929
Epoch: 110
Loss on hold-out set: 2.167419386121485e-06
MeanAbsoluteError value on hold-out data: 0.0008730334229767323
Epoch: 111
Loss on hold-out set: 2.1315973740981394e-06
MeanAbsoluteError value on hold-out data: 0.0008961611893028021
Epoch: 112
Loss on hold-out set: 1.825800081379524e-06
MeanAbsoluteError value on hold-out data: 0.0008537110406905413
Epoch: 113
Loss on hold-out set: 1.9670150095407735e-06
MeanAbsoluteError value on hold-out data: 0.000902495114132762
Epoch: 114
Loss on hold-out set: 1.7875068399811985e-06
MeanAbsoluteError value on hold-out data: 0.0009163090726360679
Epoch: 115
Loss on hold-out set: 2.1556544337587325e-06
MeanAbsoluteError value on hold-out data: 0.0010480389464646578
Epoch: 116
Loss on hold-out set: 1.47731272521084e-06
MeanAbsoluteError value on hold-out data: 0.0008477147202938795
Epoch: 117
Loss on hold-out set: 2.038111906935788e-06
MeanAbsoluteError value on hold-out data: 0.0010575405322015285
Epoch: 118
Loss on hold-out set: 1.3254750158991485e-06
MeanAbsoluteError value on hold-out data: 0.0008131982176564634
Epoch: 119
Loss on hold-out set: 1.2690763333886514e-06
MeanAbsoluteError value on hold-out data: 0.0008165606996044517
Epoch: 120
Loss on hold-out set: 1.4281053539049865e-06
MeanAbsoluteError value on hold-out data: 0.0008768141269683838
Epoch: 121
Loss on hold-out set: 1.420196418586364e-06
MeanAbsoluteError value on hold-out data: 0.000901765248272568
Epoch: 122
Loss on hold-out set: 1.6684644536396193e-06
MeanAbsoluteError value on hold-out data: 0.0009592358837835491
Epoch: 123
Loss on hold-out set: 1.1455256058595226e-06
MeanAbsoluteError value on hold-out data: 0.0007853999850340188
Epoch: 124
Loss on hold-out set: 1.2037275671271066e-06
MeanAbsoluteError value on hold-out data: 0.0008289580000564456
Epoch: 125
Loss on hold-out set: 1.8774187056946034e-06
MeanAbsoluteError value on hold-out data: 0.0010892609134316444
Epoch: 126
Loss on hold-out set: 1.2879715252613375e-06
MeanAbsoluteError value on hold-out data: 0.0008617179119028151
Epoch: 127
Loss on hold-out set: 1.2561931419860719e-06
MeanAbsoluteError value on hold-out data: 0.0008510330226272345
Epoch: 128
Loss on hold-out set: 1.08534182065621e-06
MeanAbsoluteError value on hold-out data: 0.0007933359011076391
Epoch: 129
Loss on hold-out set: 1.0044025945997139e-06
MeanAbsoluteError value on hold-out data: 0.0007681663264520466
Epoch: 130
Loss on hold-out set: 1.0440580393396185e-06
MeanAbsoluteError value on hold-out data: 0.0007808908703736961
Epoch: 131
Loss on hold-out set: 1.3807267490707231e-06
MeanAbsoluteError value on hold-out data: 0.0009093476692214608
Epoch: 132
Loss on hold-out set: 1.387991080019464e-06
MeanAbsoluteError value on hold-out data: 0.0009143350762315094
Epoch: 133
Loss on hold-out set: 1.5381957369369886e-06
MeanAbsoluteError value on hold-out data: 0.0009899308206513524
Epoch: 134
Loss on hold-out set: 1.061121432362947e-06
MeanAbsoluteError value on hold-out data: 0.0007765273912809789
Epoch: 135
Loss on hold-out set: 1.150356056838903e-06
MeanAbsoluteError value on hold-out data: 0.000826070609036833
Epoch: 136
Loss on hold-out set: 1.0735844044190274e-06
MeanAbsoluteError value on hold-out data: 0.0007838410092517734
Epoch: 137
Loss on hold-out set: 1.2916212006950025e-06
MeanAbsoluteError value on hold-out data: 0.0008835205226205289
Epoch: 138
Loss on hold-out set: 1.0837124849471225e-06
MeanAbsoluteError value on hold-out data: 0.0007981625385582447
Epoch: 139
Loss on hold-out set: 9.675889950463338e-07
MeanAbsoluteError value on hold-out data: 0.0007478373008780181
Epoch: 140
Loss on hold-out set: 9.323810887123657e-07
MeanAbsoluteError value on hold-out data: 0.0007512758602388203
Epoch: 141
Loss on hold-out set: 2.360036039415438e-06
MeanAbsoluteError value on hold-out data: 0.0012803312856703997
Epoch: 142
Loss on hold-out set: 9.814700267550227e-07
MeanAbsoluteError value on hold-out data: 0.0007616757065989077
Epoch: 143
Loss on hold-out set: 1.4059400322926544e-06
MeanAbsoluteError value on hold-out data: 0.0009490775992162526
Epoch: 144
Loss on hold-out set: 1.020719672886536e-06
MeanAbsoluteError value on hold-out data: 0.0007770606898702681
Epoch: 145
Loss on hold-out set: 1.5427065442544028e-06
MeanAbsoluteError value on hold-out data: 0.0009943043114617467
Epoch: 146
Loss on hold-out set: 9.543005669106956e-07
MeanAbsoluteError value on hold-out data: 0.000775117427110672
Epoch: 147
Loss on hold-out set: 1.0754458689741743e-06
MeanAbsoluteError value on hold-out data: 0.0008105297456495464
Epoch: 148
Loss on hold-out set: 1.1496567450509387e-06
MeanAbsoluteError value on hold-out data: 0.0008516875095665455
Epoch: 149
Loss on hold-out set: 9.710227048414638e-07
MeanAbsoluteError value on hold-out data: 0.0007729295175522566
Epoch: 150
Loss on hold-out set: 9.949714690439857e-07
MeanAbsoluteError value on hold-out data: 0.0007777942810207605
Epoch: 151
Loss on hold-out set: 1.0155536118033454e-06
MeanAbsoluteError value on hold-out data: 0.0007961514638736844
Epoch: 152
Loss on hold-out set: 1.161411926904503e-06
MeanAbsoluteError value on hold-out data: 0.0008521525305695832
Epoch: 153
Loss on hold-out set: 2.3748075320257226e-06
MeanAbsoluteError value on hold-out data: 0.0013006856897845864
Epoch: 154
Loss on hold-out set: 9.17467384799518e-07
MeanAbsoluteError value on hold-out data: 0.0007573275361210108
Epoch: 155
Loss on hold-out set: 9.778799396214638e-07
MeanAbsoluteError value on hold-out data: 0.0007708641933277249
Epoch: 156
Loss on hold-out set: 1.4400452943601313e-06
MeanAbsoluteError value on hold-out data: 0.00095935701392591
Epoch: 157
Loss on hold-out set: 2.3962966924255643e-06
MeanAbsoluteError value on hold-out data: 0.0012733780313283205
Epoch: 158
Loss on hold-out set: 1.4591833650438975e-06
MeanAbsoluteError value on hold-out data: 0.0009755419450812042
Epoch: 159
Loss on hold-out set: 9.815066142402009e-07
MeanAbsoluteError value on hold-out data: 0.0007976457709446549
Epoch: 160
Loss on hold-out set: 1.0056200538271626e-06
MeanAbsoluteError value on hold-out data: 0.0007445852388627827
Epoch: 161
Loss on hold-out set: 9.607295466524263e-07
MeanAbsoluteError value on hold-out data: 0.0007545079570263624
Epoch: 162
Loss on hold-out set: 1.6864808703058561e-06
MeanAbsoluteError value on hold-out data: 0.0010434282012283802
Epoch: 163
Loss on hold-out set: 2.2916492613288797e-06
MeanAbsoluteError value on hold-out data: 0.0012921333545818925
Epoch: 164
Loss on hold-out set: 3.0237943152454905e-06
MeanAbsoluteError value on hold-out data: 0.00149136024992913
Epoch: 165
Loss on hold-out set: 1.0214613067861278e-06
MeanAbsoluteError value on hold-out data: 0.0007964941905811429
Epoch: 166
Loss on hold-out set: 1.300878098985637e-06
MeanAbsoluteError value on hold-out data: 0.0009151816484518349
Epoch: 167
Loss on hold-out set: 9.109201226482793e-07
MeanAbsoluteError value on hold-out data: 0.0007392889237962663
Epoch: 168
Loss on hold-out set: 1.411464161002676e-06
MeanAbsoluteError value on hold-out data: 0.00096584961283952
Epoch: 169
Loss on hold-out set: 1.1507064571630438e-06
MeanAbsoluteError value on hold-out data: 0.0008458554511889815
Epoch: 170
Loss on hold-out set: 9.555857966111384e-07
MeanAbsoluteError value on hold-out data: 0.0007801270694471896
Epoch: 171
Loss on hold-out set: 9.871061227893454e-07
MeanAbsoluteError value on hold-out data: 0.0007880497141741216
Epoch: 172
Loss on hold-out set: 1.5436747297861495e-06
MeanAbsoluteError value on hold-out data: 0.0010190433822572231
Epoch: 173
Loss on hold-out set: 8.970795131692564e-07
MeanAbsoluteError value on hold-out data: 0.0007676380919292569
Epoch: 174
Loss on hold-out set: 8.995814828092709e-07
MeanAbsoluteError value on hold-out data: 0.0007338504656217992
Epoch: 175
Loss on hold-out set: 3.32804540903453e-06
MeanAbsoluteError value on hold-out data: 0.0016114582540467381
Epoch: 176
Loss on hold-out set: 1.330467332886306e-06
MeanAbsoluteError value on hold-out data: 0.0009410044294781983
Epoch: 177
Loss on hold-out set: 9.074203148884408e-07
MeanAbsoluteError value on hold-out data: 0.0007566094282083213
Epoch: 178
Loss on hold-out set: 1.8574073364491667e-06
MeanAbsoluteError value on hold-out data: 0.0011040595127269626
Epoch: 179
Loss on hold-out set: 9.417157433342884e-07
MeanAbsoluteError value on hold-out data: 0.0007537677884101868
Epoch: 180
Loss on hold-out set: 1.1473476997882524e-06
MeanAbsoluteError value on hold-out data: 0.0008668568916618824
Epoch: 181
Loss on hold-out set: 1.631936807091104e-06
MeanAbsoluteError value on hold-out data: 0.0010435371659696102
Epoch: 182
Loss on hold-out set: 9.92057985845699e-07
MeanAbsoluteError value on hold-out data: 0.0007847687811590731
Epoch: 183
Loss on hold-out set: 9.42855081120797e-07
MeanAbsoluteError value on hold-out data: 0.0007522700470872223
Epoch: 184
Loss on hold-out set: 1.79641014815738e-06
MeanAbsoluteError value on hold-out data: 0.0011029052548110485
Epoch: 185
Loss on hold-out set: 1.6947293882087531e-06
MeanAbsoluteError value on hold-out data: 0.0010551054729148746
Epoch: 186
Loss on hold-out set: 8.829849622753289e-07
MeanAbsoluteError value on hold-out data: 0.0007348166545853019
Epoch: 187
Loss on hold-out set: 9.357532392711548e-07
MeanAbsoluteError value on hold-out data: 0.0007500681094825268
Epoch: 188
Loss on hold-out set: 1.2955891424308693e-06
MeanAbsoluteError value on hold-out data: 0.0008959168335422873
Epoch: 189
Loss on hold-out set: 1.9846809559217386e-06
MeanAbsoluteError value on hold-out data: 0.0011785444803535938
Epoch: 190
Loss on hold-out set: 1.2268395131251543e-06
MeanAbsoluteError value on hold-out data: 0.0008827029378153384
Epoch: 191
Loss on hold-out set: 2.9285936394584355e-06
MeanAbsoluteError value on hold-out data: 0.0014903806149959564
Epoch: 192
Loss on hold-out set: 8.92564610939399e-07
MeanAbsoluteError value on hold-out data: 0.0007540704100392759
Epoch: 193
Loss on hold-out set: 9.240507447080186e-07
MeanAbsoluteError value on hold-out data: 0.0007624955615028739
Epoch: 194
Loss on hold-out set: 1.8220007973468455e-06
MeanAbsoluteError value on hold-out data: 0.0010961334919556975
Epoch: 195
Loss on hold-out set: 1.1191371330509214e-06
MeanAbsoluteError value on hold-out data: 0.0008483889978379011
Epoch: 196
Loss on hold-out set: 9.07755752275709e-07
MeanAbsoluteError value on hold-out data: 0.0007573650800623
Epoch: 197
Loss on hold-out set: 1.2735545278876368e-06
MeanAbsoluteError value on hold-out data: 0.0008960653794929385
Epoch: 198
Loss on hold-out set: 9.510797947489034e-07
MeanAbsoluteError value on hold-out data: 0.0007741922163404524
Epoch: 199
Loss on hold-out set: 9.899062197641447e-07
MeanAbsoluteError value on hold-out data: 0.0007592414040118456
Epoch: 200
Loss on hold-out set: 1.8995601224630193e-06
MeanAbsoluteError value on hold-out data: 0.0010994954500347376
Epoch: 201
Loss on hold-out set: 8.830726279449244e-07
MeanAbsoluteError value on hold-out data: 0.0007468262338079512
Epoch: 202
Loss on hold-out set: 9.536374299465514e-07
MeanAbsoluteError value on hold-out data: 0.0007834879797883332
Epoch: 203
Loss on hold-out set: 2.261028419945013e-06
MeanAbsoluteError value on hold-out data: 0.0012481105513870716
Epoch: 204
Loss on hold-out set: 1.7715946464354952e-06
MeanAbsoluteError value on hold-out data: 0.0010918623302131891
Epoch: 205
Loss on hold-out set: 1.072612821399861e-06
MeanAbsoluteError value on hold-out data: 0.0008422182290814817
Epoch: 206
Loss on hold-out set: 9.71914664441661e-07
MeanAbsoluteError value on hold-out data: 0.000790843681897968
Epoch: 207
Loss on hold-out set: 2.3164666869818643e-06
MeanAbsoluteError value on hold-out data: 0.001249957364052534
Epoch: 208
Loss on hold-out set: 1.0002128301668843e-06
MeanAbsoluteError value on hold-out data: 0.0007481916109099984
Epoch: 209
Loss on hold-out set: 9.217073616477696e-07
MeanAbsoluteError value on hold-out data: 0.0007840314647182822
Epoch: 210
Loss on hold-out set: 1.4538352738432318e-06
MeanAbsoluteError value on hold-out data: 0.0009758349042385817
Epoch: 211
Loss on hold-out set: 8.822422592822057e-07
MeanAbsoluteError value on hold-out data: 0.0007547172717750072
Epoch: 212
Loss on hold-out set: 1.173249118507486e-06
MeanAbsoluteError value on hold-out data: 0.0008509150356985629
Epoch: 213
Loss on hold-out set: 8.645622135470778e-07
MeanAbsoluteError value on hold-out data: 0.0007530825096182525
Epoch: 214
Loss on hold-out set: 1.0235766274910509e-06
MeanAbsoluteError value on hold-out data: 0.0008014997583813965
Epoch: 215
Loss on hold-out set: 9.293732629290529e-07
MeanAbsoluteError value on hold-out data: 0.0007656565285287797
Epoch: 216
Loss on hold-out set: 1.119061078742771e-06
MeanAbsoluteError value on hold-out data: 0.0008303003269247711
Epoch: 217
Loss on hold-out set: 8.886901859192711e-07
MeanAbsoluteError value on hold-out data: 0.0007631574408151209
Epoch: 218
Loss on hold-out set: 1.457256167633694e-06
MeanAbsoluteError value on hold-out data: 0.0009738791268318892
Epoch: 219
Loss on hold-out set: 1.2764987087183936e-06
MeanAbsoluteError value on hold-out data: 0.0009137687156908214
Epoch: 220
Loss on hold-out set: 1.3520625587331708e-06
MeanAbsoluteError value on hold-out data: 0.0008839622023515403
Epoch: 221
Loss on hold-out set: 1.0191750382441219e-06
MeanAbsoluteError value on hold-out data: 0.0008116045501083136
Epoch: 222
Loss on hold-out set: 1.256386077294827e-06
MeanAbsoluteError value on hold-out data: 0.0008916035294532776
Epoch: 223
Loss on hold-out set: 9.126133962721584e-07
MeanAbsoluteError value on hold-out data: 0.0007409214740619063
Epoch: 224
Loss on hold-out set: 2.038084641771303e-06
MeanAbsoluteError value on hold-out data: 0.001202003681100905
Epoch: 225
Loss on hold-out set: 9.830433749759602e-07
MeanAbsoluteError value on hold-out data: 0.000806567957624793
Epoch: 226
Loss on hold-out set: 9.721645492041157e-07
MeanAbsoluteError value on hold-out data: 0.0007934914319775999
Epoch: 227
Loss on hold-out set: 9.083570157249947e-07
MeanAbsoluteError value on hold-out data: 0.0007602983969263732
Epoch: 228
Loss on hold-out set: 1.1168347909390902e-06
MeanAbsoluteError value on hold-out data: 0.0008437091019004583
Epoch: 229
Loss on hold-out set: 9.64532250035378e-07
MeanAbsoluteError value on hold-out data: 0.0007464928785338998
Epoch: 230
Loss on hold-out set: 1.3399980065724567e-06
MeanAbsoluteError value on hold-out data: 0.0009204964153468609
Epoch: 231
Loss on hold-out set: 9.050246643045494e-07
MeanAbsoluteError value on hold-out data: 0.0007398099987767637
Epoch: 232
Loss on hold-out set: 1.3813809118801146e-06
MeanAbsoluteError value on hold-out data: 0.0009462101734243333
Epoch: 233
Loss on hold-out set: 1.2702455653477675e-06
MeanAbsoluteError value on hold-out data: 0.0008970063645392656
Epoch: 234
Loss on hold-out set: 1.553515447155335e-06
MeanAbsoluteError value on hold-out data: 0.0010214814683422446
Epoch: 235
Loss on hold-out set: 1.4822031219479798e-06
MeanAbsoluteError value on hold-out data: 0.000995750306174159
Epoch: 236
Loss on hold-out set: 9.70901940998094e-07
MeanAbsoluteError value on hold-out data: 0.0007923999219201505
Epoch: 237
Loss on hold-out set: 9.262894801272873e-07
MeanAbsoluteError value on hold-out data: 0.0007624079007655382
Epoch: 238
Loss on hold-out set: 1.3462487800097733e-06
MeanAbsoluteError value on hold-out data: 0.0009386791498400271
Epoch: 239
Loss on hold-out set: 1.4642551010323446e-06
MeanAbsoluteError value on hold-out data: 0.0009698033099994063
Epoch: 240
Loss on hold-out set: 1.0363581631841394e-06
MeanAbsoluteError value on hold-out data: 0.0008234736160375178
Epoch: 241
Loss on hold-out set: 9.592205102010737e-07
MeanAbsoluteError value on hold-out data: 0.000783511670306325
Epoch: 242
Loss on hold-out set: 2.0792907837228713e-06
MeanAbsoluteError value on hold-out data: 0.0011660889722406864
Epoch: 243
Loss on hold-out set: 9.266079956660178e-07
MeanAbsoluteError value on hold-out data: 0.0007618825184181333
Epoch: 244
Loss on hold-out set: 9.190683643877352e-07
MeanAbsoluteError value on hold-out data: 0.0007641665870323777
Epoch: 245
Loss on hold-out set: 9.37696433731197e-07
MeanAbsoluteError value on hold-out data: 0.0007619054522365332
Epoch: 246
Loss on hold-out set: 1.0415449502523609e-06
MeanAbsoluteError value on hold-out data: 0.0007971801096573472
Epoch: 247
Loss on hold-out set: 1.0138198350572425e-06
MeanAbsoluteError value on hold-out data: 0.000765329459682107
Epoch: 248
Loss on hold-out set: 9.223703395596553e-07
MeanAbsoluteError value on hold-out data: 0.0007870788685977459
Epoch: 249
Loss on hold-out set: 9.345712306605072e-07
MeanAbsoluteError value on hold-out data: 0.0007542414823547006
Epoch: 250
Loss on hold-out set: 1.088658050408552e-06
MeanAbsoluteError value on hold-out data: 0.0008294470608234406
Epoch: 251
Loss on hold-out set: 9.54398309715998e-07
MeanAbsoluteError value on hold-out data: 0.0007505230605602264
Epoch: 252
Loss on hold-out set: 1.0434857026316772e-06
MeanAbsoluteError value on hold-out data: 0.0008059745887294412
Epoch: 253
Loss on hold-out set: 3.881026609283604e-06
MeanAbsoluteError value on hold-out data: 0.001765088876709342
Epoch: 254
Loss on hold-out set: 1.0158651006209907e-06
MeanAbsoluteError value on hold-out data: 0.0008026176947169006
Epoch: 255
Loss on hold-out set: 8.792918715873664e-07
MeanAbsoluteError value on hold-out data: 0.0007377879228442907
Epoch: 256
Loss on hold-out set: 1.1758729232706873e-06
MeanAbsoluteError value on hold-out data: 0.0008857384091243148
Epoch: 257
Loss on hold-out set: 1.4326904227765715e-06
MeanAbsoluteError value on hold-out data: 0.0009723137482069433
Epoch: 258
Loss on hold-out set: 1.3413595813570003e-06
MeanAbsoluteError value on hold-out data: 0.0009276882046833634
Epoch: 259
Loss on hold-out set: 8.861785064394868e-07
MeanAbsoluteError value on hold-out data: 0.0007586503052152693
Epoch: 260
Loss on hold-out set: 1.0867533520607908e-06
MeanAbsoluteError value on hold-out data: 0.0008259380119852722
Epoch: 261
Loss on hold-out set: 9.343435574639723e-07
MeanAbsoluteError value on hold-out data: 0.0007606048602610826
Epoch: 262
Loss on hold-out set: 8.958118043595348e-07
MeanAbsoluteError value on hold-out data: 0.000760778202675283
Epoch: 263
Loss on hold-out set: 1.4807046616519633e-06
MeanAbsoluteError value on hold-out data: 0.000991051783785224
Epoch: 264
Loss on hold-out set: 1.0425627546230596e-06
MeanAbsoluteError value on hold-out data: 0.0008070437470450997
Epoch: 265
Loss on hold-out set: 9.616934426923342e-07
MeanAbsoluteError value on hold-out data: 0.0007894111913628876
Epoch: 266
Loss on hold-out set: 1.9657395306729504e-06
MeanAbsoluteError value on hold-out data: 0.0011561971623450518
Epoch: 267
Loss on hold-out set: 1.1425974592454552e-06
MeanAbsoluteError value on hold-out data: 0.0008494217763654888
Epoch: 268
Loss on hold-out set: 9.57694127761827e-07
MeanAbsoluteError value on hold-out data: 0.000740310235414654
Epoch: 269
Loss on hold-out set: 9.346039987051952e-07
MeanAbsoluteError value on hold-out data: 0.0007869609980843961
Epoch: 270
Loss on hold-out set: 1.1595617610719973e-06
MeanAbsoluteError value on hold-out data: 0.0008628162904642522
Epoch: 271
Loss on hold-out set: 1.0413554692744442e-06
MeanAbsoluteError value on hold-out data: 0.000818692147731781
Epoch: 272
Loss on hold-out set: 9.466483271799357e-07
MeanAbsoluteError value on hold-out data: 0.0007782363682053983
Epoch: 273
Loss on hold-out set: 1.2199995161119239e-06
MeanAbsoluteError value on hold-out data: 0.0008972813375294209
Epoch: 274
Loss on hold-out set: 2.0842025448403615e-06
MeanAbsoluteError value on hold-out data: 0.0011946866288781166
Epoch: 275
Loss on hold-out set: 2.365828663641878e-06
MeanAbsoluteError value on hold-out data: 0.0013059438206255436
Epoch: 276
Loss on hold-out set: 9.14465416074633e-07
MeanAbsoluteError value on hold-out data: 0.0007558371289633214
Epoch: 277
Loss on hold-out set: 8.825245196511297e-07
MeanAbsoluteError value on hold-out data: 0.0007431252161040902
Epoch: 278
Loss on hold-out set: 1.0758934496817137e-06
MeanAbsoluteError value on hold-out data: 0.0008469402673654258
Epoch: 279
Loss on hold-out set: 2.5858808455198482e-06
MeanAbsoluteError value on hold-out data: 0.0013439218746498227
Epoch: 280
Loss on hold-out set: 1.38016527601464e-06
MeanAbsoluteError value on hold-out data: 0.0009622860234230757
Epoch: 281
Loss on hold-out set: 9.476869378816516e-07
MeanAbsoluteError value on hold-out data: 0.0007700155838392675
Epoch: 282
Loss on hold-out set: 2.9548303665741023e-06
MeanAbsoluteError value on hold-out data: 0.001468363800086081
Epoch: 283
Loss on hold-out set: 8.655825397979172e-07
MeanAbsoluteError value on hold-out data: 0.0007549423025920987
Epoch: 284
Loss on hold-out set: 1.0121979458360258e-06
MeanAbsoluteError value on hold-out data: 0.0008210731903091073
Epoch: 285
Loss on hold-out set: 1.3942779446551867e-06
MeanAbsoluteError value on hold-out data: 0.0009498238796368241
Epoch: 286
Loss on hold-out set: 9.104541705850212e-07
MeanAbsoluteError value on hold-out data: 0.0007536347256973386
Epoch: 287
Loss on hold-out set: 2.882420202555435e-06
MeanAbsoluteError value on hold-out data: 0.0014751343987882137
Epoch: 288
Loss on hold-out set: 2.7861775869006615e-06
MeanAbsoluteError value on hold-out data: 0.0014361817156895995
Epoch: 289
Loss on hold-out set: 9.764687569293949e-07
MeanAbsoluteError value on hold-out data: 0.0007797636208124459
Epoch: 290
Loss on hold-out set: 9.539362989786382e-07
MeanAbsoluteError value on hold-out data: 0.0007633453351445496
Epoch: 291
Loss on hold-out set: 8.989609035289994e-07
MeanAbsoluteError value on hold-out data: 0.000770427577663213
Epoch: 292
Loss on hold-out set: 2.1855616103913726e-06
MeanAbsoluteError value on hold-out data: 0.0012068846262991428
Epoch: 293
Loss on hold-out set: 8.573846759400811e-07
MeanAbsoluteError value on hold-out data: 0.000739170762244612
Epoch: 294
Loss on hold-out set: 6.1683142226124455e-06
MeanAbsoluteError value on hold-out data: 0.002255915431305766
Epoch: 295
Loss on hold-out set: 9.18549198139282e-07
MeanAbsoluteError value on hold-out data: 0.000758004782255739
Epoch: 296
Loss on hold-out set: 1.7200748367521066e-06
MeanAbsoluteError value on hold-out data: 0.0010728941997513175
Epoch: 297
Loss on hold-out set: 1.7553726934238512e-06
MeanAbsoluteError value on hold-out data: 0.0010724939638748765
Epoch: 298
Loss on hold-out set: 9.673416223257357e-07
MeanAbsoluteError value on hold-out data: 0.0007444520015269518
Epoch: 299
Loss on hold-out set: 1.1701239504173618e-06
MeanAbsoluteError value on hold-out data: 0.0008802905795164406
Epoch: 300
Loss on hold-out set: 1.429690078461695e-06
MeanAbsoluteError value on hold-out data: 0.0009681886294856668
Epoch: 301
Loss on hold-out set: 2.442315838799494e-06
MeanAbsoluteError value on hold-out data: 0.0013315485557541251
Epoch: 302
Loss on hold-out set: 9.428980394414583e-07
MeanAbsoluteError value on hold-out data: 0.0007589316228404641
Epoch: 303
Loss on hold-out set: 2.938986750240684e-06
MeanAbsoluteError value on hold-out data: 0.001463211141526699
Epoch: 304
Loss on hold-out set: 9.643149321793596e-07
MeanAbsoluteError value on hold-out data: 0.0007959106587804854
Epoch: 305
Loss on hold-out set: 8.815988989086831e-07
MeanAbsoluteError value on hold-out data: 0.0007449391414411366
Epoch: 306
Loss on hold-out set: 9.562457006058348e-07
MeanAbsoluteError value on hold-out data: 0.0007790023228153586
Epoch: 307
Loss on hold-out set: 1.0036373138378763e-06
MeanAbsoluteError value on hold-out data: 0.0008051720215007663
Epoch: 308
Loss on hold-out set: 9.179485315458945e-07
MeanAbsoluteError value on hold-out data: 0.0007570162415504456
Epoch: 309
Loss on hold-out set: 1.675476583456587e-06
MeanAbsoluteError value on hold-out data: 0.0010553091997280717
Epoch: 310
Loss on hold-out set: 9.369063692387359e-07
MeanAbsoluteError value on hold-out data: 0.0007895335438661277
Epoch: 311
Loss on hold-out set: 2.028045470909162e-06
MeanAbsoluteError value on hold-out data: 0.0011953616049140692
Epoch: 312
Loss on hold-out set: 9.278866096670195e-07
MeanAbsoluteError value on hold-out data: 0.0007911315769888461
Epoch: 313
Loss on hold-out set: 9.658031781502639e-07
MeanAbsoluteError value on hold-out data: 0.0007855613366700709
Epoch: 314
Loss on hold-out set: 1.410522499484684e-06
MeanAbsoluteError value on hold-out data: 0.0009610471315681934
Epoch: 315
Loss on hold-out set: 1.337358565496498e-06
MeanAbsoluteError value on hold-out data: 0.0009394799126312137
Epoch: 316
Loss on hold-out set: 9.658707146907266e-07
MeanAbsoluteError value on hold-out data: 0.0007928308914415538
Epoch: 317
Loss on hold-out set: 1.2360274712801374e-06
MeanAbsoluteError value on hold-out data: 0.000897661317139864
Epoch: 318
Loss on hold-out set: 9.42773101979373e-07
MeanAbsoluteError value on hold-out data: 0.0007668693433515728
Epoch: 319
Loss on hold-out set: 8.750545609140877e-07
MeanAbsoluteError value on hold-out data: 0.0007616353104822338
Epoch: 320
Loss on hold-out set: 1.9118270284497366e-06
MeanAbsoluteError value on hold-out data: 0.001155245117843151
Epoch: 321
Loss on hold-out set: 8.707202841133739e-07
MeanAbsoluteError value on hold-out data: 0.0007368118967860937
Epoch: 322
Loss on hold-out set: 1.3914762790206553e-06
MeanAbsoluteError value on hold-out data: 0.0009814683580771089
Epoch: 323
Loss on hold-out set: 8.790096942972853e-07
MeanAbsoluteError value on hold-out data: 0.0007396589498966932
Epoch: 324
Loss on hold-out set: 1.3222433888306393e-06
MeanAbsoluteError value on hold-out data: 0.0009051130618900061
Epoch: 325
Loss on hold-out set: 1.4538855584060702e-06
MeanAbsoluteError value on hold-out data: 0.0009904800681397319
Epoch: 326
Loss on hold-out set: 1.5554697107780578e-06
MeanAbsoluteError value on hold-out data: 0.0010225233854725957
Epoch: 327
Loss on hold-out set: 1.0176082062466426e-06
MeanAbsoluteError value on hold-out data: 0.0007989861187525094
Epoch: 328
Loss on hold-out set: 1.0085241359984839e-06
MeanAbsoluteError value on hold-out data: 0.0008185170590877533
Epoch: 329
Loss on hold-out set: 8.558146016814414e-07
MeanAbsoluteError value on hold-out data: 0.0007408370147459209
Epoch: 330
Loss on hold-out set: 8.771557724265641e-07
MeanAbsoluteError value on hold-out data: 0.0007372645777650177
Epoch: 331
Loss on hold-out set: 8.963933475150462e-07
MeanAbsoluteError value on hold-out data: 0.0007525905966758728
Epoch: 332
Loss on hold-out set: 1.445558998861648e-06
MeanAbsoluteError value on hold-out data: 0.0009688946884125471
Epoch: 333
Loss on hold-out set: 8.981752498672134e-07
MeanAbsoluteError value on hold-out data: 0.0007497186888940632
Epoch: 334
Loss on hold-out set: 8.665633686177898e-07
MeanAbsoluteError value on hold-out data: 0.0007383751799352467
Epoch: 335
Loss on hold-out set: 2.30694644624936e-06
MeanAbsoluteError value on hold-out data: 0.0012588207609951496
Epoch: 336
Loss on hold-out set: 1.3872287813508312e-06
MeanAbsoluteError value on hold-out data: 0.0009580439073033631
Epoch: 337
Loss on hold-out set: 9.20504926573183e-07
MeanAbsoluteError value on hold-out data: 0.0007639434770680964
Epoch: 338
Loss on hold-out set: 8.932938966993859e-07
MeanAbsoluteError value on hold-out data: 0.0007502634543925524
Epoch: 339
Loss on hold-out set: 1.0320439925565622e-06
MeanAbsoluteError value on hold-out data: 0.0008240161696448922
Epoch: 340
Loss on hold-out set: 8.783572695847397e-07
MeanAbsoluteError value on hold-out data: 0.0007623372948728502
Epoch: 341
Loss on hold-out set: 1.2032220848386014e-06
MeanAbsoluteError value on hold-out data: 0.0008688055095262825
Epoch: 342
Loss on hold-out set: 9.189286104698952e-07
MeanAbsoluteError value on hold-out data: 0.0007354521658271551
Epoch: 343
Loss on hold-out set: 9.443118642593618e-07
MeanAbsoluteError value on hold-out data: 0.0007842591148801148
Epoch: 344
Loss on hold-out set: 8.835339428969746e-07
MeanAbsoluteError value on hold-out data: 0.0007589605520479381
Epoch: 345
Loss on hold-out set: 9.942560443330597e-07
MeanAbsoluteError value on hold-out data: 0.000794546736869961
Epoch: 346
Loss on hold-out set: 2.774628009879402e-06
MeanAbsoluteError value on hold-out data: 0.0014565661549568176
Epoch: 347
Loss on hold-out set: 1.2421363854068309e-06
MeanAbsoluteError value on hold-out data: 0.0009009216446429491
Epoch: 348
Loss on hold-out set: 1.231811335873527e-06
MeanAbsoluteError value on hold-out data: 0.0008902968256734312
Epoch: 349
Loss on hold-out set: 2.3625791199650007e-06
MeanAbsoluteError value on hold-out data: 0.001298948423936963
Epoch: 350
Loss on hold-out set: 1.2079635846126062e-06
MeanAbsoluteError value on hold-out data: 0.0008865857380442321
Epoch: 351
Loss on hold-out set: 8.806079421219692e-07
MeanAbsoluteError value on hold-out data: 0.0007419270114041865
Epoch: 352
Loss on hold-out set: 1.549466652214995e-06
MeanAbsoluteError value on hold-out data: 0.0010237623937427998
Epoch: 353
Loss on hold-out set: 1.1698394053802565e-06
MeanAbsoluteError value on hold-out data: 0.0008765094098635018
Epoch: 354
Loss on hold-out set: 3.4305622088700497e-06
MeanAbsoluteError value on hold-out data: 0.0016257220413535833
Epoch: 355
Loss on hold-out set: 1.4015593461198687e-06
MeanAbsoluteError value on hold-out data: 0.0009670546860434115
Epoch: 356
Loss on hold-out set: 8.887888065181379e-07
MeanAbsoluteError value on hold-out data: 0.000764630560297519
Epoch: 357
Loss on hold-out set: 8.740762080623637e-07
MeanAbsoluteError value on hold-out data: 0.0007345245685428381
Epoch: 358
Loss on hold-out set: 9.631306389005308e-07
MeanAbsoluteError value on hold-out data: 0.0007908772095106542
Epoch: 359
Loss on hold-out set: 8.800888917466392e-07
MeanAbsoluteError value on hold-out data: 0.0007380028255283833
Epoch: 360
Loss on hold-out set: 2.200374279499766e-06
MeanAbsoluteError value on hold-out data: 0.0012444807216525078
Epoch: 361
Loss on hold-out set: 1.010124319778837e-06
MeanAbsoluteError value on hold-out data: 0.0007503518718294799
Epoch: 362
Loss on hold-out set: 1.1025922307138758e-06
MeanAbsoluteError value on hold-out data: 0.0008452899637632072
Epoch: 363
Loss on hold-out set: 1.4530391817620862e-06
MeanAbsoluteError value on hold-out data: 0.0009642188088037074
Epoch: 364
Loss on hold-out set: 1.6725172866489838e-06
MeanAbsoluteError value on hold-out data: 0.0010721215512603521
Epoch: 365
Loss on hold-out set: 1.5631660254747169e-06
MeanAbsoluteError value on hold-out data: 0.0010032164864242077
Epoch: 366
Loss on hold-out set: 1.4525621386732942e-06
MeanAbsoluteError value on hold-out data: 0.0009652882581576705
Epoch: 367
Loss on hold-out set: 9.784390088568146e-07
MeanAbsoluteError value on hold-out data: 0.0007826243527233601
Epoch: 368
Loss on hold-out set: 9.962626257639874e-07
MeanAbsoluteError value on hold-out data: 0.0007830652757547796
Epoch: 369
Loss on hold-out set: 1.5299939290203979e-06
MeanAbsoluteError value on hold-out data: 0.0009918904397636652
Epoch: 370
Loss on hold-out set: 8.840054421127136e-07
MeanAbsoluteError value on hold-out data: 0.0007456821040250361
Epoch: 371
Loss on hold-out set: 8.876069531337495e-07
MeanAbsoluteError value on hold-out data: 0.0007643878343515098
Epoch: 372
Loss on hold-out set: 9.48109057110112e-07
MeanAbsoluteError value on hold-out data: 0.0007958558271639049
Epoch: 373
Loss on hold-out set: 1.305643112258482e-06
MeanAbsoluteError value on hold-out data: 0.0009370532352477312
Epoch: 374
Loss on hold-out set: 9.863860074032205e-07
MeanAbsoluteError value on hold-out data: 0.000777191948145628
Epoch: 375
Loss on hold-out set: 1.0049794897125908e-06
MeanAbsoluteError value on hold-out data: 0.0007932564476504922
Epoch: 376
Loss on hold-out set: 1.0367625877121939e-06
MeanAbsoluteError value on hold-out data: 0.0008152883965522051
Epoch: 377
Loss on hold-out set: 1.6475400741455815e-06
MeanAbsoluteError value on hold-out data: 0.0010232318891212344
Epoch: 378
Loss on hold-out set: 2.230754323416197e-06
MeanAbsoluteError value on hold-out data: 0.0012597455643117428
Epoch: 379
Loss on hold-out set: 9.000846126547493e-07
MeanAbsoluteError value on hold-out data: 0.0007654635701328516
Epoch: 380
Loss on hold-out set: 9.039865460636065e-07
MeanAbsoluteError value on hold-out data: 0.0007676456589251757
Epoch: 381
Loss on hold-out set: 8.949204197523824e-07
MeanAbsoluteError value on hold-out data: 0.0007667660829611123
Epoch: 382
Loss on hold-out set: 9.979822769205034e-07
MeanAbsoluteError value on hold-out data: 0.0008236798457801342
Epoch: 383
Loss on hold-out set: 9.182104375982957e-07
MeanAbsoluteError value on hold-out data: 0.0007523957174271345
Epoch: 384
Loss on hold-out set: 3.3128812289690427e-06
MeanAbsoluteError value on hold-out data: 0.0015514486003667116
Epoch: 385
Loss on hold-out set: 9.784381343426783e-07
MeanAbsoluteError value on hold-out data: 0.000813614868093282
Epoch: 386
Loss on hold-out set: 1.3168178331677784e-06
MeanAbsoluteError value on hold-out data: 0.000926912878639996
Epoch: 387
Loss on hold-out set: 9.523424641709146e-07
MeanAbsoluteError value on hold-out data: 0.0007784899789839983
Epoch: 388
Loss on hold-out set: 3.1258931060689906e-06
MeanAbsoluteError value on hold-out data: 0.0015575565630570054
Epoch: 389
Loss on hold-out set: 1.3837066297548097e-06
MeanAbsoluteError value on hold-out data: 0.000941853504627943
Epoch: 390
Loss on hold-out set: 8.705645386114086e-07
MeanAbsoluteError value on hold-out data: 0.0007427434902638197
Epoch: 391
Loss on hold-out set: 1.1270481562720447e-06
MeanAbsoluteError value on hold-out data: 0.0008516694651916623
Epoch: 392
Loss on hold-out set: 1.1467441254353616e-06
MeanAbsoluteError value on hold-out data: 0.0008666172507219017
Epoch: 393
Loss on hold-out set: 1.4960225353906235e-06
MeanAbsoluteError value on hold-out data: 0.0009934555273503065
Epoch: 394
Loss on hold-out set: 9.5540239787904e-07
MeanAbsoluteError value on hold-out data: 0.0007656264351680875
Epoch: 395
Loss on hold-out set: 9.072364318941394e-07
MeanAbsoluteError value on hold-out data: 0.0007779967854730785
Epoch: 396
Loss on hold-out set: 8.81057803125119e-07
MeanAbsoluteError value on hold-out data: 0.0007654306245967746
Epoch: 397
Loss on hold-out set: 1.2212959811327332e-06
MeanAbsoluteError value on hold-out data: 0.0008685740758664906
Epoch: 398
Loss on hold-out set: 9.19309015374053e-07
MeanAbsoluteError value on hold-out data: 0.000759615155402571
Epoch: 399
Loss on hold-out set: 1.7515759290850278e-06
MeanAbsoluteError value on hold-out data: 0.0010927201947197318
Epoch: 400
Loss on hold-out set: 8.918893614078954e-07
MeanAbsoluteError value on hold-out data: 0.0007613583002239466
Epoch: 401
Loss on hold-out set: 8.683801127062907e-07
MeanAbsoluteError value on hold-out data: 0.0007586692227050662
Epoch: 402
Loss on hold-out set: 1.14400253673571e-06
MeanAbsoluteError value on hold-out data: 0.000873662531375885
Epoch: 403
Loss on hold-out set: 1.4947152242082386e-06
MeanAbsoluteError value on hold-out data: 0.0010079203639179468
Epoch: 404
Loss on hold-out set: 1.3091829202949157e-06
MeanAbsoluteError value on hold-out data: 0.0009193147998303175
Epoch: 405
Loss on hold-out set: 1.0306615518647259e-06
MeanAbsoluteError value on hold-out data: 0.0007902301731519401
Epoch: 406
Loss on hold-out set: 1.4957483577186044e-06
MeanAbsoluteError value on hold-out data: 0.000990498811006546
Epoch: 407
Loss on hold-out set: 9.185523485764581e-07
MeanAbsoluteError value on hold-out data: 0.0007429975084960461
Epoch: 408
Loss on hold-out set: 8.682833914428137e-07
MeanAbsoluteError value on hold-out data: 0.0007275307434611022
Epoch: 409
Loss on hold-out set: 9.690154106815148e-07
MeanAbsoluteError value on hold-out data: 0.0007693262305110693
Epoch: 410
Loss on hold-out set: 8.662454871018082e-07
MeanAbsoluteError value on hold-out data: 0.0007370427483692765
Epoch: 411
Loss on hold-out set: 1.5761270289588608e-06
MeanAbsoluteError value on hold-out data: 0.001024325960315764
Epoch: 412
Loss on hold-out set: 1.810701128044037e-06
MeanAbsoluteError value on hold-out data: 0.0010972204618155956
Epoch: 413
Loss on hold-out set: 1.2024849984125187e-06
MeanAbsoluteError value on hold-out data: 0.0008795824833214283
Epoch: 414
Loss on hold-out set: 9.738845632839982e-07
MeanAbsoluteError value on hold-out data: 0.0007756200502626598
Epoch: 415
Loss on hold-out set: 8.980193688155571e-07
MeanAbsoluteError value on hold-out data: 0.0007564114057458937
Epoch: 416
Loss on hold-out set: 1.5738842500048543e-06
MeanAbsoluteError value on hold-out data: 0.0010284307645633817
Epoch: 417
Loss on hold-out set: 1.6206314818681187e-06
MeanAbsoluteError value on hold-out data: 0.001040206872858107
Epoch: 418
Loss on hold-out set: 2.252426978744692e-06
MeanAbsoluteError value on hold-out data: 0.001261295983567834
Epoch: 419
Loss on hold-out set: 1.861953749609641e-06
MeanAbsoluteError value on hold-out data: 0.0011398985516279936
Epoch: 420
Loss on hold-out set: 1.3493983295540181e-06
MeanAbsoluteError value on hold-out data: 0.0009622292127460241
Epoch: 421
Loss on hold-out set: 9.460240252023001e-07
MeanAbsoluteError value on hold-out data: 0.0007664056029170752
Epoch: 422
Loss on hold-out set: 1.1492111232550647e-06
MeanAbsoluteError value on hold-out data: 0.0008643041364848614
Epoch: 423
Loss on hold-out set: 9.143555464911165e-07
MeanAbsoluteError value on hold-out data: 0.0007488527917303145
Epoch: 424
Loss on hold-out set: 1.0239798615867376e-06
MeanAbsoluteError value on hold-out data: 0.000825108727440238
Epoch: 425
Loss on hold-out set: 8.935310867960093e-07
MeanAbsoluteError value on hold-out data: 0.0007662749267183244
Epoch: 426
Loss on hold-out set: 1.7608824647980398e-06
MeanAbsoluteError value on hold-out data: 0.001082960399799049
Epoch: 427
Loss on hold-out set: 1.3632663091392226e-06
MeanAbsoluteError value on hold-out data: 0.0009360832045786083
Epoch: 428
Loss on hold-out set: 2.1905170840979667e-06
MeanAbsoluteError value on hold-out data: 0.0012428835034370422
Epoch: 429
Loss on hold-out set: 9.810966988565128e-07
MeanAbsoluteError value on hold-out data: 0.0008102755527943373
Epoch: 430
Loss on hold-out set: 1.2556637176867998e-06
MeanAbsoluteError value on hold-out data: 0.0009174305014312267
Epoch: 431
Loss on hold-out set: 1.2444753521706914e-06
MeanAbsoluteError value on hold-out data: 0.0009011377114802599
Epoch: 432
Loss on hold-out set: 1.2273884828153734e-06
MeanAbsoluteError value on hold-out data: 0.0008979348931461573
Epoch: 433
Loss on hold-out set: 8.626173575101767e-07
MeanAbsoluteError value on hold-out data: 0.000741268100682646
Epoch: 434
Loss on hold-out set: 8.917125302769608e-07
MeanAbsoluteError value on hold-out data: 0.0007525855326093733
Epoch: 435
Loss on hold-out set: 8.970150964579751e-07
MeanAbsoluteError value on hold-out data: 0.0007515877368859947
Epoch: 436
Loss on hold-out set: 1.4380813345619222e-06
MeanAbsoluteError value on hold-out data: 0.0009756754152476788
Epoch: 437
Loss on hold-out set: 2.6617745229137095e-06
MeanAbsoluteError value on hold-out data: 0.0013509568525478244
Epoch: 438
Loss on hold-out set: 1.0474312065210911e-06
MeanAbsoluteError value on hold-out data: 0.000820106128230691
Epoch: 439
Loss on hold-out set: 1.2182714521294167e-06
MeanAbsoluteError value on hold-out data: 0.0009006623877212405
Epoch: 440
Loss on hold-out set: 1.0446076627291545e-06
MeanAbsoluteError value on hold-out data: 0.0008038433152250946
Epoch: 441
Loss on hold-out set: 1.1182490136609256e-06
MeanAbsoluteError value on hold-out data: 0.0008526833262294531
Epoch: 442
Loss on hold-out set: 8.692039334444137e-07
MeanAbsoluteError value on hold-out data: 0.0007680893177166581
Epoch: 443
Loss on hold-out set: 2.8235749071497525e-06
MeanAbsoluteError value on hold-out data: 0.0014669388765469193
Epoch: 444
Loss on hold-out set: 1.2132755168400204e-06
MeanAbsoluteError value on hold-out data: 0.0009025171166285872
Epoch: 445
Loss on hold-out set: 9.033667735226257e-07
MeanAbsoluteError value on hold-out data: 0.0007632392807863653
Epoch: 446
Loss on hold-out set: 1.0262017243488886e-06
MeanAbsoluteError value on hold-out data: 0.0007661762647330761
Epoch: 447
Loss on hold-out set: 8.890856024051502e-07
MeanAbsoluteError value on hold-out data: 0.0007437855238094926
Epoch: 448
Loss on hold-out set: 8.913912162929942e-07
MeanAbsoluteError value on hold-out data: 0.0007758225547149777
Epoch: 449
Loss on hold-out set: 8.986282820772501e-07
MeanAbsoluteError value on hold-out data: 0.0007405086071230471
Epoch: 450
Loss on hold-out set: 1.0619667705213942e-06
MeanAbsoluteError value on hold-out data: 0.0008255905122496188
Epoch: 451
Loss on hold-out set: 1.0614831926257186e-06
MeanAbsoluteError value on hold-out data: 0.0008018113439902663
Epoch: 452
Loss on hold-out set: 8.880565452238023e-07
MeanAbsoluteError value on hold-out data: 0.000743788608815521
Epoch: 453
Loss on hold-out set: 1.1072836601810054e-06
MeanAbsoluteError value on hold-out data: 0.0008353433222509921
Epoch: 454
Loss on hold-out set: 8.65331913884732e-07
MeanAbsoluteError value on hold-out data: 0.0007569568115286529
Epoch: 455
Loss on hold-out set: 1.3605125253399399e-06
MeanAbsoluteError value on hold-out data: 0.0009616962051950395
Epoch: 456
Loss on hold-out set: 1.8906243064101056e-06
MeanAbsoluteError value on hold-out data: 0.0011596321128308773
Epoch: 457
Loss on hold-out set: 8.49864591145888e-07
MeanAbsoluteError value on hold-out data: 0.0007377243018709123
Epoch: 458
Loss on hold-out set: 8.55881797161391e-07
MeanAbsoluteError value on hold-out data: 0.0007436636369675398
Epoch: 459
Loss on hold-out set: 1.3732108859935229e-06
MeanAbsoluteError value on hold-out data: 0.0009348845342174172
Epoch: 460
Loss on hold-out set: 1.1618277212094724e-06
MeanAbsoluteError value on hold-out data: 0.0008534216904081404
Epoch: 461
Loss on hold-out set: 9.118793870426928e-07
MeanAbsoluteError value on hold-out data: 0.0007677303510718048
Epoch: 462
Loss on hold-out set: 1.5501032766433827e-06
MeanAbsoluteError value on hold-out data: 0.001032527070492506
Epoch: 463
Loss on hold-out set: 1.057496691513594e-06
MeanAbsoluteError value on hold-out data: 0.0008198671275749803
Epoch: 464
Loss on hold-out set: 1.9885987136638923e-06
MeanAbsoluteError value on hold-out data: 0.0011478408705443144
Epoch: 465
Loss on hold-out set: 1.5985256097267736e-06
MeanAbsoluteError value on hold-out data: 0.0010265868622809649
Epoch: 466
Loss on hold-out set: 9.794457079911249e-07
MeanAbsoluteError value on hold-out data: 0.0007939431234262884
Epoch: 467
Loss on hold-out set: 2.2382797536780486e-06
MeanAbsoluteError value on hold-out data: 0.0012514654081314802
Epoch: 468
Loss on hold-out set: 9.180518357145327e-07
MeanAbsoluteError value on hold-out data: 0.0007525637629441917
Epoch: 469
Loss on hold-out set: 1.3972508467164657e-06
MeanAbsoluteError value on hold-out data: 0.0009620605269446969
Epoch: 470
Loss on hold-out set: 9.142378500060798e-07
MeanAbsoluteError value on hold-out data: 0.0007631814223714173
Epoch: 471
Loss on hold-out set: 9.852161326762143e-07
MeanAbsoluteError value on hold-out data: 0.0007912659784778953
Epoch: 472
Loss on hold-out set: 8.789502142183035e-07
MeanAbsoluteError value on hold-out data: 0.0007547060959041119
Epoch: 473
Loss on hold-out set: 1.3398859375858872e-06
MeanAbsoluteError value on hold-out data: 0.0009392931824550033
Epoch: 474
Loss on hold-out set: 9.35485766936276e-07
MeanAbsoluteError value on hold-out data: 0.00076980737503618
Epoch: 475
Loss on hold-out set: 8.848284424472624e-07
MeanAbsoluteError value on hold-out data: 0.0007392216939479113
Epoch: 476
Loss on hold-out set: 1.2038937007638685e-06
MeanAbsoluteError value on hold-out data: 0.0008874137420207262
Epoch: 477
Loss on hold-out set: 1.0147726378853315e-06
MeanAbsoluteError value on hold-out data: 0.0007886154926382005
Epoch: 478
Loss on hold-out set: 1.022052349351445e-06
MeanAbsoluteError value on hold-out data: 0.0008308878750540316
Epoch: 479
Loss on hold-out set: 9.059441087909083e-07
MeanAbsoluteError value on hold-out data: 0.0007540136575698853
Epoch: 480
Loss on hold-out set: 1.455286311423921e-06
MeanAbsoluteError value on hold-out data: 0.0009869750356301665
Epoch: 481
Loss on hold-out set: 1.1112980036369454e-06
MeanAbsoluteError value on hold-out data: 0.0008314451551996171
Epoch: 482
Loss on hold-out set: 1.0932341598828107e-06
MeanAbsoluteError value on hold-out data: 0.0008478108211420476
Epoch: 483
Loss on hold-out set: 2.165980932799217e-06
MeanAbsoluteError value on hold-out data: 0.0012197863543406129
Epoch: 484
Loss on hold-out set: 9.42324850082234e-07
MeanAbsoluteError value on hold-out data: 0.0008002109825611115
Epoch: 485
Loss on hold-out set: 2.1333197406210484e-06
MeanAbsoluteError value on hold-out data: 0.0012228984851390123
Epoch: 486
Loss on hold-out set: 1.1733223109681253e-06
MeanAbsoluteError value on hold-out data: 0.0008629446965642273
Epoch: 487
Loss on hold-out set: 8.80469479205623e-07
MeanAbsoluteError value on hold-out data: 0.0007587279542349279
Epoch: 488
Loss on hold-out set: 1.524602098995204e-06
MeanAbsoluteError value on hold-out data: 0.001022804412059486
Epoch: 489
Loss on hold-out set: 9.620006901164184e-07
MeanAbsoluteError value on hold-out data: 0.0007969127618707716
Epoch: 490
Loss on hold-out set: 8.840543006709385e-07
MeanAbsoluteError value on hold-out data: 0.0007609550375491381
Epoch: 491
Loss on hold-out set: 9.262702703311404e-07
MeanAbsoluteError value on hold-out data: 0.000750391511246562
Epoch: 492
Loss on hold-out set: 1.016542957297763e-06
MeanAbsoluteError value on hold-out data: 0.0007893049623817205
Epoch: 493
Loss on hold-out set: 1.0763399306877266e-06
MeanAbsoluteError value on hold-out data: 0.0008170243818312883
Epoch: 494
Loss on hold-out set: 9.327851033119189e-07
MeanAbsoluteError value on hold-out data: 0.0007528728456236422
Epoch: 495
Loss on hold-out set: 1.600224902194196e-06
MeanAbsoluteError value on hold-out data: 0.0010402697371318936
Epoch: 496
Loss on hold-out set: 1.420458812180396e-06
MeanAbsoluteError value on hold-out data: 0.0009888760978356004
Epoch: 497
Loss on hold-out set: 1.3468312785719788e-06
MeanAbsoluteError value on hold-out data: 0.0009383897413499653
Epoch: 498
Loss on hold-out set: 8.688190860084433e-07
MeanAbsoluteError value on hold-out data: 0.0007539017242379487
Epoch: 499
Loss on hold-out set: 1.1720059507507149e-06
MeanAbsoluteError value on hold-out data: 0.0008763077785260975
Epoch: 500
Loss on hold-out set: 1.2092237004533392e-06
MeanAbsoluteError value on hold-out data: 0.000893003074452281
Epoch: 501
Loss on hold-out set: 3.1832998082301437e-06
MeanAbsoluteError value on hold-out data: 0.001564744976349175
Epoch: 502
Loss on hold-out set: 8.677367282836293e-07
MeanAbsoluteError value on hold-out data: 0.0007522358209826052
Epoch: 503
Loss on hold-out set: 9.098673781584064e-07
MeanAbsoluteError value on hold-out data: 0.0007460054475814104
Epoch: 504
Loss on hold-out set: 3.646675071859835e-06
MeanAbsoluteError value on hold-out data: 0.0016806803178042173
Epoch: 505
Loss on hold-out set: 1.4342281990418717e-06
MeanAbsoluteError value on hold-out data: 0.0009496018174104393
Epoch: 506
Loss on hold-out set: 1.7528643463894975e-06
MeanAbsoluteError value on hold-out data: 0.0011126974131911993
Epoch: 507
Loss on hold-out set: 8.93909316346253e-07
MeanAbsoluteError value on hold-out data: 0.0007514378521591425
Epoch: 508
Loss on hold-out set: 9.308903919155945e-07
MeanAbsoluteError value on hold-out data: 0.0007512308657169342
Epoch: 509
Loss on hold-out set: 9.527298892373018e-07
MeanAbsoluteError value on hold-out data: 0.0007799671730026603
Epoch: 510
Loss on hold-out set: 2.026504874335772e-06
MeanAbsoluteError value on hold-out data: 0.0011862266110256314
Epoch: 511
Loss on hold-out set: 1.3267756774946695e-06
MeanAbsoluteError value on hold-out data: 0.0009404440061189234
Epoch: 512
Loss on hold-out set: 1.679216360081717e-06
MeanAbsoluteError value on hold-out data: 0.0010709974449127913
Epoch: 513
Loss on hold-out set: 1.8300106865773648e-06
MeanAbsoluteError value on hold-out data: 0.001094792620278895
Epoch: 514
Loss on hold-out set: 1.2158266975767708e-06
MeanAbsoluteError value on hold-out data: 0.000882299558725208
Epoch: 515
Loss on hold-out set: 9.424737667219373e-07
MeanAbsoluteError value on hold-out data: 0.0007838901947252452
Epoch: 516
Loss on hold-out set: 1.3268841686252786e-06
MeanAbsoluteError value on hold-out data: 0.0009331125183962286
Epoch: 517
Loss on hold-out set: 1.240133363248438e-06
MeanAbsoluteError value on hold-out data: 0.0008674296550452709
Epoch: 518
Loss on hold-out set: 9.454012661955438e-07
MeanAbsoluteError value on hold-out data: 0.0007915396708995104
Epoch: 519
Loss on hold-out set: 9.154049601752727e-07
MeanAbsoluteError value on hold-out data: 0.0007753877434879541
Epoch: 520
Loss on hold-out set: 1.3700509778293333e-06
MeanAbsoluteError value on hold-out data: 0.0009383405558764935
Epoch: 521
Loss on hold-out set: 1.0252742124696222e-06
MeanAbsoluteError value on hold-out data: 0.0007958547794260085
Epoch: 522
Loss on hold-out set: 2.5387783510338454e-06
MeanAbsoluteError value on hold-out data: 0.001366012147627771
Epoch: 523
Loss on hold-out set: 9.247453013253667e-07
MeanAbsoluteError value on hold-out data: 0.0007667834870517254
Epoch: 524
Loss on hold-out set: 1.0603321024623606e-06
MeanAbsoluteError value on hold-out data: 0.0008202444296330214
Epoch: 525
Loss on hold-out set: 9.567349059999776e-07
MeanAbsoluteError value on hold-out data: 0.0007381518371403217
Epoch: 526
Loss on hold-out set: 1.0695099752830663e-06
MeanAbsoluteError value on hold-out data: 0.0008157591801136732
Epoch: 527
Loss on hold-out set: 9.177051826834661e-07
MeanAbsoluteError value on hold-out data: 0.000768015393987298
Epoch: 528
Loss on hold-out set: 9.513120372818006e-07
MeanAbsoluteError value on hold-out data: 0.0007805257919244468
Epoch: 529
Loss on hold-out set: 2.2417691088076726e-06
MeanAbsoluteError value on hold-out data: 0.0012417256366461515
Epoch: 530
Loss on hold-out set: 2.0085783402324664e-06
MeanAbsoluteError value on hold-out data: 0.0011848385911434889
Epoch: 531
Loss on hold-out set: 1.7076765306438365e-06
MeanAbsoluteError value on hold-out data: 0.0010763370664790273
Epoch: 532
Loss on hold-out set: 1.2599330978865999e-06
MeanAbsoluteError value on hold-out data: 0.0009002767619676888
Epoch: 533
Loss on hold-out set: 1.0659444018738914e-06
MeanAbsoluteError value on hold-out data: 0.0008519489783793688
Epoch: 534
Loss on hold-out set: 1.4007899518621623e-06
MeanAbsoluteError value on hold-out data: 0.0009823633590713143
Epoch: 535
Loss on hold-out set: 1.289949870817089e-06
MeanAbsoluteError value on hold-out data: 0.0009113592095673084
Epoch: 536
Loss on hold-out set: 9.052917387354962e-07
MeanAbsoluteError value on hold-out data: 0.0007522907690145075
Epoch: 537
Loss on hold-out set: 1.3445446449203212e-06
MeanAbsoluteError value on hold-out data: 0.0009480312583036721
Epoch: 538
Loss on hold-out set: 3.2282783614881246e-06
MeanAbsoluteError value on hold-out data: 0.0015504334587603807
Epoch: 539
Loss on hold-out set: 1.034378009570411e-06
MeanAbsoluteError value on hold-out data: 0.0008127447799779475
Epoch: 540
Loss on hold-out set: 8.775842909122171e-07
MeanAbsoluteError value on hold-out data: 0.0007501800428144634
Epoch: 541
Loss on hold-out set: 9.549729174278373e-07
MeanAbsoluteError value on hold-out data: 0.0007756729610264301
Epoch: 542
Loss on hold-out set: 1.295858468735717e-06
MeanAbsoluteError value on hold-out data: 0.0009295381605625153
Epoch: 543
Loss on hold-out set: 1.0592892552862254e-06
MeanAbsoluteError value on hold-out data: 0.0007984988624230027
Epoch: 544
Loss on hold-out set: 1.3764934491379022e-06
MeanAbsoluteError value on hold-out data: 0.0009521142928861082
Epoch: 545
Loss on hold-out set: 1.0087967810844789e-06
MeanAbsoluteError value on hold-out data: 0.0007600618992000818
Epoch: 546
Loss on hold-out set: 8.824697608553414e-07
MeanAbsoluteError value on hold-out data: 0.0007499170023947954
Epoch: 547
Loss on hold-out set: 1.075434023680198e-06
MeanAbsoluteError value on hold-out data: 0.0008294223225675523
Epoch: 548
Loss on hold-out set: 9.430226948727347e-07
MeanAbsoluteError value on hold-out data: 0.0007623134297318757
Epoch: 549
Loss on hold-out set: 1.4746326214138278e-06
MeanAbsoluteError value on hold-out data: 0.0009985878132283688
Epoch: 550
Loss on hold-out set: 9.954931167263007e-07
MeanAbsoluteError value on hold-out data: 0.0008076807716861367
Epoch: 551
Loss on hold-out set: 9.144150221975276e-07
MeanAbsoluteError value on hold-out data: 0.0007727049523964524
Epoch: 552
Loss on hold-out set: 8.955535953156449e-07
MeanAbsoluteError value on hold-out data: 0.0007728218915872276
Epoch: 553
Loss on hold-out set: 2.2158785756031507e-06
MeanAbsoluteError value on hold-out data: 0.0012254179455339909
Epoch: 554
Loss on hold-out set: 1.000200794666083e-06
MeanAbsoluteError value on hold-out data: 0.0007961495430208743
Epoch: 555
Loss on hold-out set: 1.8457894008441565e-06
MeanAbsoluteError value on hold-out data: 0.0011150161735713482
Epoch: 556
Loss on hold-out set: 8.821671428904665e-07
MeanAbsoluteError value on hold-out data: 0.0007494808523915708
Epoch: 557
Loss on hold-out set: 1.379649330164494e-06
MeanAbsoluteError value on hold-out data: 0.0009372475906275213
Epoch: 558
Loss on hold-out set: 8.500014761107894e-07
MeanAbsoluteError value on hold-out data: 0.0007487121038138866
Epoch: 559
Loss on hold-out set: 1.0089662138258204e-06
MeanAbsoluteError value on hold-out data: 0.0008145670872181654
Epoch: 560
Loss on hold-out set: 1.098783607963364e-06
MeanAbsoluteError value on hold-out data: 0.00082507508341223
Epoch: 561
Loss on hold-out set: 8.792186681953003e-07
MeanAbsoluteError value on hold-out data: 0.0007456160965375602
Epoch: 562
Loss on hold-out set: 2.192522379993114e-06
MeanAbsoluteError value on hold-out data: 0.001232172129675746
Epoch: 563
Loss on hold-out set: 9.061944428350006e-07
MeanAbsoluteError value on hold-out data: 0.0007564271800220013
Epoch: 564
Loss on hold-out set: 9.857103222543628e-07
MeanAbsoluteError value on hold-out data: 0.0008028628071770072
Epoch: 565
Loss on hold-out set: 9.098169602321622e-07
MeanAbsoluteError value on hold-out data: 0.0007684254669584334
Epoch: 566
Loss on hold-out set: 1.0818790944820369e-06
MeanAbsoluteError value on hold-out data: 0.0008323948131874204
Epoch: 567
Loss on hold-out set: 1.2125319174699073e-06
MeanAbsoluteError value on hold-out data: 0.000897208577953279
Epoch: 568
Loss on hold-out set: 1.0329213335598279e-06
MeanAbsoluteError value on hold-out data: 0.0008321866625919938
Epoch: 569
Loss on hold-out set: 8.64217075065181e-07
MeanAbsoluteError value on hold-out data: 0.0007543510291725397
Epoch: 570
Loss on hold-out set: 1.1028962621122237e-06
MeanAbsoluteError value on hold-out data: 0.0008245363715104759
Epoch: 571
Loss on hold-out set: 8.658531155648374e-07
MeanAbsoluteError value on hold-out data: 0.0007578994263894856
Epoch: 572
Loss on hold-out set: 1.1384703100247862e-06
MeanAbsoluteError value on hold-out data: 0.0008772893343120813
Epoch: 573
Loss on hold-out set: 1.007152038622595e-06
MeanAbsoluteError value on hold-out data: 0.0008188493666239083
Epoch: 574
Loss on hold-out set: 1.6680377158833765e-06
MeanAbsoluteError value on hold-out data: 0.0010692684445530176
Epoch: 575
Loss on hold-out set: 3.7100388768661874e-06
MeanAbsoluteError value on hold-out data: 0.001755253178998828
Epoch: 576
Loss on hold-out set: 9.118710999281085e-07
MeanAbsoluteError value on hold-out data: 0.0007447022362612188
Epoch: 577
Loss on hold-out set: 1.3803812307217483e-06
MeanAbsoluteError value on hold-out data: 0.0009656795882619917
Epoch: 578
Loss on hold-out set: 9.538428112311801e-07
MeanAbsoluteError value on hold-out data: 0.0007859808392822742
Epoch: 579
Loss on hold-out set: 1.2282107403594778e-06
MeanAbsoluteError value on hold-out data: 0.0008754903101362288
Epoch: 580
Loss on hold-out set: 8.931133991679346e-07
MeanAbsoluteError value on hold-out data: 0.0007663971045985818
Epoch: 581
Loss on hold-out set: 2.914137496645708e-06
MeanAbsoluteError value on hold-out data: 0.0014915760839357972
Epoch: 582
Loss on hold-out set: 2.1025509795435937e-06
MeanAbsoluteError value on hold-out data: 0.0012182348873466253
Epoch: 583
Loss on hold-out set: 8.649951067896976e-07
MeanAbsoluteError value on hold-out data: 0.0007502433727495372
Epoch: 584
Loss on hold-out set: 1.0640690631519717e-06
MeanAbsoluteError value on hold-out data: 0.0008448780863545835
Epoch: 585
Loss on hold-out set: 1.2213452108128947e-06
MeanAbsoluteError value on hold-out data: 0.0008924627327360213
Early stopping at epoch 584
Fold: 9
Epoch: 1
Loss on hold-out set: 0.023564714293640394
MeanAbsoluteError value on hold-out data: 0.12071830034255981
Epoch: 2
Loss on hold-out set: 0.016817308022067524
MeanAbsoluteError value on hold-out data: 0.09687744826078415
Epoch: 3
Loss on hold-out set: 0.01669071976525279
MeanAbsoluteError value on hold-out data: 0.09609191119670868
Epoch: 4
Loss on hold-out set: 0.01582766969043475
MeanAbsoluteError value on hold-out data: 0.09477446228265762
Epoch: 5
Loss on hold-out set: 0.015218866953196434
MeanAbsoluteError value on hold-out data: 0.09325767308473587
Epoch: 6
Loss on hold-out set: 0.016297213195894774
MeanAbsoluteError value on hold-out data: 0.09182105213403702
Epoch: 7
Loss on hold-out set: 0.015342954689493546
MeanAbsoluteError value on hold-out data: 0.09026476740837097
Epoch: 8
Loss on hold-out set: 0.014903814173661746
MeanAbsoluteError value on hold-out data: 0.08935873955488205
Epoch: 9
Loss on hold-out set: 0.013641830694933351
MeanAbsoluteError value on hold-out data: 0.08775146305561066
Epoch: 10
Loss on hold-out set: 0.013681657003382077
MeanAbsoluteError value on hold-out data: 0.08649275451898575
Epoch: 11
Loss on hold-out set: 0.013027964947888484
MeanAbsoluteError value on hold-out data: 0.08471769094467163
Epoch: 12
Loss on hold-out set: 0.01322983239347545
MeanAbsoluteError value on hold-out data: 0.08480066061019897
Epoch: 13
Loss on hold-out set: 0.012191494282048482
MeanAbsoluteError value on hold-out data: 0.08252068608999252
Epoch: 14
Loss on hold-out set: 0.011972027400938364
MeanAbsoluteError value on hold-out data: 0.08015315979719162
Epoch: 15
Loss on hold-out set: 0.011571167430912074
MeanAbsoluteError value on hold-out data: 0.0790257379412651
Epoch: 16
Loss on hold-out set: 0.010691576726877918
MeanAbsoluteError value on hold-out data: 0.07755803316831589
Epoch: 17
Loss on hold-out set: 0.010733305046764703
MeanAbsoluteError value on hold-out data: 0.07558643072843552
Epoch: 18
Loss on hold-out set: 0.009788892984103698
MeanAbsoluteError value on hold-out data: 0.07434725016355515
Epoch: 19
Loss on hold-out set: 0.009647255396255506
MeanAbsoluteError value on hold-out data: 0.07276307791471481
Epoch: 20
Loss on hold-out set: 0.010191219276748598
MeanAbsoluteError value on hold-out data: 0.07147980481386185
Epoch: 21
Loss on hold-out set: 0.008776026974933652
MeanAbsoluteError value on hold-out data: 0.07035662978887558
Epoch: 22
Loss on hold-out set: 0.008434001410093445
MeanAbsoluteError value on hold-out data: 0.06858590990304947
Epoch: 23
Loss on hold-out set: 0.00832659427004938
MeanAbsoluteError value on hold-out data: 0.06731957197189331
Epoch: 24
Loss on hold-out set: 0.008028284843581228
MeanAbsoluteError value on hold-out data: 0.06568299978971481
Epoch: 25
Loss on hold-out set: 0.007449881478141134
MeanAbsoluteError value on hold-out data: 0.06446106731891632
Epoch: 26
Loss on hold-out set: 0.00732208679143626
MeanAbsoluteError value on hold-out data: 0.06358297169208527
Epoch: 27
Loss on hold-out set: 0.006713778040228555
MeanAbsoluteError value on hold-out data: 0.06134822964668274
Epoch: 28
Loss on hold-out set: 0.006324308843781741
MeanAbsoluteError value on hold-out data: 0.06014352664351463
Epoch: 29
Loss on hold-out set: 0.005935268096016863
MeanAbsoluteError value on hold-out data: 0.058831166476011276
Epoch: 30
Loss on hold-out set: 0.005659641626362617
MeanAbsoluteError value on hold-out data: 0.05754261091351509
Epoch: 31
Loss on hold-out set: 0.005441578839404078
MeanAbsoluteError value on hold-out data: 0.05544503033161163
Epoch: 32
Loss on hold-out set: 0.005317337470702254
MeanAbsoluteError value on hold-out data: 0.05402282625436783
Epoch: 33
Loss on hold-out set: 0.005545001817294038
MeanAbsoluteError value on hold-out data: 0.05268039554357529
Epoch: 34
Loss on hold-out set: 0.0047147946987444395
MeanAbsoluteError value on hold-out data: 0.053362902253866196
Epoch: 35
Loss on hold-out set: 0.004342778874650741
MeanAbsoluteError value on hold-out data: 0.05020155757665634
Epoch: 36
Loss on hold-out set: 0.004237668190258914
MeanAbsoluteError value on hold-out data: 0.049236685037612915
Epoch: 37
Loss on hold-out set: 0.00418290076777339
MeanAbsoluteError value on hold-out data: 0.049645889550447464
Epoch: 38
Loss on hold-out set: 0.0037775665181330764
MeanAbsoluteError value on hold-out data: 0.0458514466881752
Epoch: 39
Loss on hold-out set: 0.003465417271050123
MeanAbsoluteError value on hold-out data: 0.04500016197562218
Epoch: 40
Loss on hold-out set: 0.0031921159870062885
MeanAbsoluteError value on hold-out data: 0.042887914925813675
Epoch: 41
Loss on hold-out set: 0.0028980612763776802
MeanAbsoluteError value on hold-out data: 0.04151996225118637
Epoch: 42
Loss on hold-out set: 0.002929442929318891
MeanAbsoluteError value on hold-out data: 0.04171578958630562
Epoch: 43
Loss on hold-out set: 0.002666750989961796
MeanAbsoluteError value on hold-out data: 0.04002554342150688
Epoch: 44
Loss on hold-out set: 0.0024036904886508216
MeanAbsoluteError value on hold-out data: 0.03745381906628609
Epoch: 45
Loss on hold-out set: 0.002260140022442031
MeanAbsoluteError value on hold-out data: 0.03676600381731987
Epoch: 46
Loss on hold-out set: 0.002152561478746625
MeanAbsoluteError value on hold-out data: 0.036004435271024704
Epoch: 47
Loss on hold-out set: 0.002018083500353476
MeanAbsoluteError value on hold-out data: 0.03506231680512428
Epoch: 48
Loss on hold-out set: 0.001770072806931029
MeanAbsoluteError value on hold-out data: 0.03214166685938835
Epoch: 49
Loss on hold-out set: 0.0017827405133105528
MeanAbsoluteError value on hold-out data: 0.03259025886654854
Epoch: 50
Loss on hold-out set: 0.0016442133895067784
MeanAbsoluteError value on hold-out data: 0.029744533821940422
Epoch: 51
Loss on hold-out set: 0.0014950684417271987
MeanAbsoluteError value on hold-out data: 0.030790386721491814
Epoch: 52
Loss on hold-out set: 0.001469137854515933
MeanAbsoluteError value on hold-out data: 0.030596842989325523
Epoch: 53
Loss on hold-out set: 0.0012708658648010057
MeanAbsoluteError value on hold-out data: 0.02760464884340763
Epoch: 54
Loss on hold-out set: 0.0011611442941312606
MeanAbsoluteError value on hold-out data: 0.026497261598706245
Epoch: 55
Loss on hold-out set: 0.0009820163496232664
MeanAbsoluteError value on hold-out data: 0.023915739730000496
Epoch: 56
Loss on hold-out set: 0.0008935167369110367
MeanAbsoluteError value on hold-out data: 0.023094497621059418
Epoch: 57
Loss on hold-out set: 0.0007852241587198267
MeanAbsoluteError value on hold-out data: 0.02186373621225357
Epoch: 58
Loss on hold-out set: 0.00070899602276488
MeanAbsoluteError value on hold-out data: 0.020710624754428864
Epoch: 59
Loss on hold-out set: 0.0006705601632487602
MeanAbsoluteError value on hold-out data: 0.020166544243693352
Epoch: 60
Loss on hold-out set: 0.0005762753582810267
MeanAbsoluteError value on hold-out data: 0.01837579533457756
Epoch: 61
Loss on hold-out set: 0.0005615855647752491
MeanAbsoluteError value on hold-out data: 0.017764544114470482
Epoch: 62
Loss on hold-out set: 0.0005771799568230143
MeanAbsoluteError value on hold-out data: 0.01886468008160591
Epoch: 63
Loss on hold-out set: 0.0004250903226560555
MeanAbsoluteError value on hold-out data: 0.01646331511437893
Epoch: 64
Loss on hold-out set: 0.0003589255502447486
MeanAbsoluteError value on hold-out data: 0.014989509247243404
Epoch: 65
Loss on hold-out set: 0.0003027253674540239
MeanAbsoluteError value on hold-out data: 0.013305826112627983
Epoch: 66
Loss on hold-out set: 0.0002767314351960802
MeanAbsoluteError value on hold-out data: 0.013227730058133602
Epoch: 67
Loss on hold-out set: 0.00024901118852610054
MeanAbsoluteError value on hold-out data: 0.012323243543505669
Epoch: 68
Loss on hold-out set: 0.00018800519515375176
MeanAbsoluteError value on hold-out data: 0.010470438748598099
Epoch: 69
Loss on hold-out set: 0.00016940523290451473
MeanAbsoluteError value on hold-out data: 0.010086948983371258
Epoch: 70
Loss on hold-out set: 0.00013020233717935087
MeanAbsoluteError value on hold-out data: 0.008747630752623081
Epoch: 71
Loss on hold-out set: 0.00011311435754088542
MeanAbsoluteError value on hold-out data: 0.008315252140164375
Epoch: 72
Loss on hold-out set: 8.862201586732856e-05
MeanAbsoluteError value on hold-out data: 0.007292948197573423
Epoch: 73
Loss on hold-out set: 6.783038210974504e-05
MeanAbsoluteError value on hold-out data: 0.006427948363125324
Epoch: 74
Loss on hold-out set: 6.796437446610071e-05
MeanAbsoluteError value on hold-out data: 0.006239920388907194
Epoch: 75
Loss on hold-out set: 4.780219751410186e-05
MeanAbsoluteError value on hold-out data: 0.005449200980365276
Epoch: 76
Loss on hold-out set: 3.874100093526067e-05
MeanAbsoluteError value on hold-out data: 0.004914702381938696
Epoch: 77
Loss on hold-out set: 2.3908986874560538e-05
MeanAbsoluteError value on hold-out data: 0.003906795755028725
Epoch: 78
Loss on hold-out set: 1.9242671162198978e-05
MeanAbsoluteError value on hold-out data: 0.003427495015785098
Epoch: 79
Loss on hold-out set: 1.3635613850755572e-05
MeanAbsoluteError value on hold-out data: 0.0029177365358918905
Epoch: 80
Loss on hold-out set: 1.1342370306430474e-05
MeanAbsoluteError value on hold-out data: 0.0026377670001238585
Epoch: 81
Loss on hold-out set: 6.92166592950973e-06
MeanAbsoluteError value on hold-out data: 0.0021260709036141634
Epoch: 82
Loss on hold-out set: 5.671685244124092e-06
MeanAbsoluteError value on hold-out data: 0.001834971597418189
Epoch: 83
Loss on hold-out set: 3.949114189848702e-06
MeanAbsoluteError value on hold-out data: 0.0015435981331393123
Epoch: 84
Loss on hold-out set: 3.56521673858459e-06
MeanAbsoluteError value on hold-out data: 0.001481629442423582
Epoch: 85
Loss on hold-out set: 3.3968008910261024e-06
MeanAbsoluteError value on hold-out data: 0.0014398564817383885
Epoch: 86
Loss on hold-out set: 1.6670122748179822e-06
MeanAbsoluteError value on hold-out data: 0.001016251277178526
Epoch: 87
Loss on hold-out set: 1.1275963716938209e-06
MeanAbsoluteError value on hold-out data: 0.0008392408490180969
Epoch: 88
Loss on hold-out set: 1.1150944465918235e-06
MeanAbsoluteError value on hold-out data: 0.0007983887335285544
Epoch: 89
Loss on hold-out set: 8.673312772946072e-07
MeanAbsoluteError value on hold-out data: 0.0007312092348001897
Epoch: 90
Loss on hold-out set: 7.876597950283982e-07
MeanAbsoluteError value on hold-out data: 0.0007072703447192907
Epoch: 91
Loss on hold-out set: 9.937390512522352e-07
MeanAbsoluteError value on hold-out data: 0.0008223322220146656
Epoch: 92
Loss on hold-out set: 7.080247450211083e-07
MeanAbsoluteError value on hold-out data: 0.0006860597641207278
Epoch: 93
Loss on hold-out set: 7.303975472985677e-07
MeanAbsoluteError value on hold-out data: 0.000682769576087594
Epoch: 94
Loss on hold-out set: 8.660981533326916e-07
MeanAbsoluteError value on hold-out data: 0.0007068976992741227
Epoch: 95
Loss on hold-out set: 8.069456826503413e-07
MeanAbsoluteError value on hold-out data: 0.0006969635142013431
Epoch: 96
Loss on hold-out set: 6.925697671424412e-07
MeanAbsoluteError value on hold-out data: 0.0006732173496857285
Epoch: 97
Loss on hold-out set: 7.481310958085558e-07
MeanAbsoluteError value on hold-out data: 0.0006885083275847137
Epoch: 98
Loss on hold-out set: 6.946472735828243e-07
MeanAbsoluteError value on hold-out data: 0.0006743103149347007
Epoch: 99
Loss on hold-out set: 1.3914835440468428e-06
MeanAbsoluteError value on hold-out data: 0.0009510719683021307
Epoch: 100
Loss on hold-out set: 8.091752302054654e-07
MeanAbsoluteError value on hold-out data: 0.0007125918637029827
Epoch: 101
Loss on hold-out set: 8.44611202174187e-07
MeanAbsoluteError value on hold-out data: 0.0007443258073180914
Epoch: 102
Loss on hold-out set: 1.1648090929401615e-06
MeanAbsoluteError value on hold-out data: 0.0008711402188055217
Epoch: 103
Loss on hold-out set: 6.964516785501473e-07
MeanAbsoluteError value on hold-out data: 0.0006727451109327376
Epoch: 104
Loss on hold-out set: 7.818034274665619e-07
MeanAbsoluteError value on hold-out data: 0.0006943590706214309
Epoch: 105
Loss on hold-out set: 9.722767493678055e-07
MeanAbsoluteError value on hold-out data: 0.000783343450166285
Epoch: 106
Loss on hold-out set: 7.429183947001898e-07
MeanAbsoluteError value on hold-out data: 0.0006795044173486531
Epoch: 107
Loss on hold-out set: 7.035626437685166e-07
MeanAbsoluteError value on hold-out data: 0.0006791108753532171
Epoch: 108
Loss on hold-out set: 7.395373388546361e-07
MeanAbsoluteError value on hold-out data: 0.0007022073841653764
Epoch: 109
Loss on hold-out set: 1.1494568792176533e-06
MeanAbsoluteError value on hold-out data: 0.000818418397102505
Epoch: 110
Loss on hold-out set: 9.053055604314208e-07
MeanAbsoluteError value on hold-out data: 0.000719491217751056
Epoch: 111
Loss on hold-out set: 8.186450133853039e-07
MeanAbsoluteError value on hold-out data: 0.0007236257079057395
Epoch: 112
Loss on hold-out set: 7.006619853200391e-07
MeanAbsoluteError value on hold-out data: 0.0006709740846417844
Epoch: 113
Loss on hold-out set: 7.188557403354096e-07
MeanAbsoluteError value on hold-out data: 0.0006660562939941883
Epoch: 114
Loss on hold-out set: 1.7582990494702244e-06
MeanAbsoluteError value on hold-out data: 0.0011232888791710138
Epoch: 115
Loss on hold-out set: 8.473792788138851e-07
MeanAbsoluteError value on hold-out data: 0.0007411296828649938
Epoch: 116
Loss on hold-out set: 7.776900715201079e-07
MeanAbsoluteError value on hold-out data: 0.000680404482409358
Epoch: 117
Loss on hold-out set: 9.093917474099446e-07
MeanAbsoluteError value on hold-out data: 0.0007544723339378834
Epoch: 118
Loss on hold-out set: 7.550329646969308e-07
MeanAbsoluteError value on hold-out data: 0.0006973540876060724
Epoch: 119
Loss on hold-out set: 6.996559530027578e-07
MeanAbsoluteError value on hold-out data: 0.0006690004374831915
Epoch: 120
Loss on hold-out set: 1.0401489196108462e-06
MeanAbsoluteError value on hold-out data: 0.0008036675862967968
Epoch: 121
Loss on hold-out set: 7.362757077526811e-07
MeanAbsoluteError value on hold-out data: 0.000687504536472261
Epoch: 122
Loss on hold-out set: 7.452903382989881e-07
MeanAbsoluteError value on hold-out data: 0.0006831398350186646
Epoch: 123
Loss on hold-out set: 9.8986128285525e-07
MeanAbsoluteError value on hold-out data: 0.0007797396392561495
Epoch: 124
Loss on hold-out set: 8.31241440944443e-07
MeanAbsoluteError value on hold-out data: 0.0007255244418047369
Epoch: 125
Loss on hold-out set: 2.712114836028307e-06
MeanAbsoluteError value on hold-out data: 0.001433732220903039
Epoch: 126
Loss on hold-out set: 8.700154956806308e-07
MeanAbsoluteError value on hold-out data: 0.0007484856178052723
Epoch: 127
Loss on hold-out set: 9.58667038949338e-07
MeanAbsoluteError value on hold-out data: 0.0007887655519880354
Epoch: 128
Loss on hold-out set: 1.2562601297689141e-06
MeanAbsoluteError value on hold-out data: 0.0009191296994686127
Epoch: 129
Loss on hold-out set: 1.0432601545044936e-06
MeanAbsoluteError value on hold-out data: 0.0008337566396221519
Epoch: 130
Loss on hold-out set: 7.076991940161511e-07
MeanAbsoluteError value on hold-out data: 0.0006694314070045948
Epoch: 131
Loss on hold-out set: 1.3237087684431642e-06
MeanAbsoluteError value on hold-out data: 0.000923094165045768
Epoch: 132
Loss on hold-out set: 4.809891256977257e-06
MeanAbsoluteError value on hold-out data: 0.0020007218699902296
Epoch: 133
Loss on hold-out set: 9.801277131443314e-07
MeanAbsoluteError value on hold-out data: 0.0007614025380462408
Epoch: 134
Loss on hold-out set: 7.1960660473171e-07
MeanAbsoluteError value on hold-out data: 0.0006732810870744288
Epoch: 135
Loss on hold-out set: 7.315996588029241e-07
MeanAbsoluteError value on hold-out data: 0.0006911793607287109
Epoch: 136
Loss on hold-out set: 1.5438388039421204e-06
MeanAbsoluteError value on hold-out data: 0.001026033191010356
Epoch: 137
Loss on hold-out set: 1.236779267033993e-06
MeanAbsoluteError value on hold-out data: 0.0009241250227205455
Epoch: 138
Loss on hold-out set: 1.1809570073987393e-06
MeanAbsoluteError value on hold-out data: 0.0008662742329761386
Epoch: 139
Loss on hold-out set: 9.627213881475864e-07
MeanAbsoluteError value on hold-out data: 0.0007809154922142625
Epoch: 140
Loss on hold-out set: 9.173853116478242e-07
MeanAbsoluteError value on hold-out data: 0.0007488070405088365
Epoch: 141
Loss on hold-out set: 7.768219238467002e-07
MeanAbsoluteError value on hold-out data: 0.0006941708852536976
Epoch: 142
Loss on hold-out set: 7.856448816640366e-07
MeanAbsoluteError value on hold-out data: 0.000710443127900362
Epoch: 143
Loss on hold-out set: 6.95860841495652e-07
MeanAbsoluteError value on hold-out data: 0.000672587426379323
Epoch: 144
Loss on hold-out set: 7.49048432715846e-07
MeanAbsoluteError value on hold-out data: 0.0006715674535371363
Epoch: 145
Loss on hold-out set: 7.502368537013983e-07
MeanAbsoluteError value on hold-out data: 0.0006933718686923385
Epoch: 146
Loss on hold-out set: 9.65511444606958e-07
MeanAbsoluteError value on hold-out data: 0.0007999503868632019
Epoch: 147
Loss on hold-out set: 7.540340487384339e-07
MeanAbsoluteError value on hold-out data: 0.0006794735672883689
Epoch: 148
Loss on hold-out set: 1.2432657417076161e-06
MeanAbsoluteError value on hold-out data: 0.000881113694049418
Epoch: 149
Loss on hold-out set: 8.430290016839045e-07
MeanAbsoluteError value on hold-out data: 0.0007235216908156872
Epoch: 150
Loss on hold-out set: 7.418142265928159e-07
MeanAbsoluteError value on hold-out data: 0.0006762727862223983
Epoch: 151
Loss on hold-out set: 1.4553306274277788e-06
MeanAbsoluteError value on hold-out data: 0.0009765287977643311
Epoch: 152
Loss on hold-out set: 8.655362353675417e-07
MeanAbsoluteError value on hold-out data: 0.0007478977786377072
Epoch: 153
Loss on hold-out set: 8.04877192177418e-07
MeanAbsoluteError value on hold-out data: 0.0007139808149076998
Epoch: 154
Loss on hold-out set: 6.900632292592071e-07
MeanAbsoluteError value on hold-out data: 0.0006711190799251199
Epoch: 155
Loss on hold-out set: 1.2604699796051696e-06
MeanAbsoluteError value on hold-out data: 0.0008818775531835854
Epoch: 156
Loss on hold-out set: 2.8923113422234355e-06
MeanAbsoluteError value on hold-out data: 0.0015090054366737604
Epoch: 157
Loss on hold-out set: 1.876262768536645e-06
MeanAbsoluteError value on hold-out data: 0.0011502463603392243
Epoch: 158
Loss on hold-out set: 1.856234212902144e-06
MeanAbsoluteError value on hold-out data: 0.0011514551006257534
Epoch: 159
Loss on hold-out set: 8.079379960271091e-07
MeanAbsoluteError value on hold-out data: 0.0007187509327195585
Epoch: 160
Loss on hold-out set: 8.172775960264727e-07
MeanAbsoluteError value on hold-out data: 0.0007077178452163935
Epoch: 161
Loss on hold-out set: 1.3345461302203778e-06
MeanAbsoluteError value on hold-out data: 0.0009706762502901256
Epoch: 162
Loss on hold-out set: 7.146763181253846e-07
MeanAbsoluteError value on hold-out data: 0.0006737958174198866
Epoch: 163
Loss on hold-out set: 9.451093249551307e-07
MeanAbsoluteError value on hold-out data: 0.0007621762342751026
Epoch: 164
Loss on hold-out set: 7.437129607541675e-07
MeanAbsoluteError value on hold-out data: 0.0006824681186117232
Epoch: 165
Loss on hold-out set: 2.4280439080170113e-06
MeanAbsoluteError value on hold-out data: 0.0013611400499939919
Epoch: 166
Loss on hold-out set: 8.539997684063285e-07
MeanAbsoluteError value on hold-out data: 0.0007435643929056823
Epoch: 167
Loss on hold-out set: 7.411929083480992e-07
MeanAbsoluteError value on hold-out data: 0.0006852959049865603
Epoch: 168
Loss on hold-out set: 9.799695550764927e-07
MeanAbsoluteError value on hold-out data: 0.0007720589637756348
Epoch: 169
Loss on hold-out set: 8.477462686711917e-07
MeanAbsoluteError value on hold-out data: 0.0007125613046810031
Epoch: 170
Loss on hold-out set: 7.430755558219132e-07
MeanAbsoluteError value on hold-out data: 0.0006871987716294825
Epoch: 171
Loss on hold-out set: 2.984747503922755e-06
MeanAbsoluteError value on hold-out data: 0.0015298968646675348
Epoch: 172
Loss on hold-out set: 1.2446635235636886e-06
MeanAbsoluteError value on hold-out data: 0.0008719320758245885
Epoch: 173
Loss on hold-out set: 1.1856102577649626e-06
MeanAbsoluteError value on hold-out data: 0.0008928619208745658
Epoch: 174
Loss on hold-out set: 6.923133738085269e-07
MeanAbsoluteError value on hold-out data: 0.0006700608064420521
Epoch: 175
Loss on hold-out set: 8.776434496072537e-07
MeanAbsoluteError value on hold-out data: 0.0007179777603596449
Epoch: 176
Loss on hold-out set: 7.794258290407295e-07
MeanAbsoluteError value on hold-out data: 0.0006893774843774736
Epoch: 177
Loss on hold-out set: 8.163018732760136e-07
MeanAbsoluteError value on hold-out data: 0.0007162247784435749
Epoch: 178
Loss on hold-out set: 8.663577550403436e-07
MeanAbsoluteError value on hold-out data: 0.0007302776211872697
Epoch: 179
Loss on hold-out set: 7.556257431728087e-07
MeanAbsoluteError value on hold-out data: 0.0006910486263222992
Epoch: 180
Loss on hold-out set: 6.875108471586617e-07
MeanAbsoluteError value on hold-out data: 0.0006630815332755446
Epoch: 181
Loss on hold-out set: 1.4308838951994683e-06
MeanAbsoluteError value on hold-out data: 0.0009376967209391296
Epoch: 182
Loss on hold-out set: 1.3541034167456719e-06
MeanAbsoluteError value on hold-out data: 0.0009229472489096224
Epoch: 183
Loss on hold-out set: 7.20977185918715e-07
MeanAbsoluteError value on hold-out data: 0.0006833237130194902
Epoch: 184
Loss on hold-out set: 7.048777556169975e-07
MeanAbsoluteError value on hold-out data: 0.0006628306000493467
Epoch: 185
Loss on hold-out set: 1.490067513889069e-06
MeanAbsoluteError value on hold-out data: 0.0009953207336366177
Epoch: 186
Loss on hold-out set: 1.1103272710827766e-06
MeanAbsoluteError value on hold-out data: 0.0008662444306537509
Epoch: 187
Loss on hold-out set: 7.121334879054932e-07
MeanAbsoluteError value on hold-out data: 0.0006678287754766643
Epoch: 188
Loss on hold-out set: 7.428690808480426e-07
MeanAbsoluteError value on hold-out data: 0.000681345583871007
Epoch: 189
Loss on hold-out set: 9.107161684614067e-07
MeanAbsoluteError value on hold-out data: 0.0007526497356593609
Epoch: 190
Loss on hold-out set: 1.9386470608668997e-06
MeanAbsoluteError value on hold-out data: 0.0011468658922240138
Epoch: 191
Loss on hold-out set: 9.010475511016781e-07
MeanAbsoluteError value on hold-out data: 0.0007498426712118089
Epoch: 192
Loss on hold-out set: 8.369086336083105e-07
MeanAbsoluteError value on hold-out data: 0.0007112885941751301
Epoch: 193
Loss on hold-out set: 7.707414653168598e-07
MeanAbsoluteError value on hold-out data: 0.0007066545076668262
Epoch: 194
Loss on hold-out set: 7.552164727432962e-07
MeanAbsoluteError value on hold-out data: 0.0006964342319406569
Epoch: 195
Loss on hold-out set: 7.085557019064044e-07
MeanAbsoluteError value on hold-out data: 0.0006796196103096008
Epoch: 196
Loss on hold-out set: 1.297480224593528e-06
MeanAbsoluteError value on hold-out data: 0.0009340840624645352
Epoch: 197
Loss on hold-out set: 7.492542561766851e-07
MeanAbsoluteError value on hold-out data: 0.0006994073046371341
Epoch: 198
Loss on hold-out set: 7.756675083433388e-07
MeanAbsoluteError value on hold-out data: 0.0006727490108460188
Epoch: 199
Loss on hold-out set: 7.168466942776884e-07
MeanAbsoluteError value on hold-out data: 0.0006804056465625763
Epoch: 200
Loss on hold-out set: 7.515835748633365e-07
MeanAbsoluteError value on hold-out data: 0.00071144342655316
Epoch: 201
Loss on hold-out set: 1.2626355739415046e-06
MeanAbsoluteError value on hold-out data: 0.0009194377344101667
Epoch: 202
Loss on hold-out set: 7.114674601255572e-07
MeanAbsoluteError value on hold-out data: 0.0006760372198186815
Epoch: 203
Loss on hold-out set: 7.65377627396027e-07
MeanAbsoluteError value on hold-out data: 0.0007044592639431357
Epoch: 204
Loss on hold-out set: 7.182825378584731e-07
MeanAbsoluteError value on hold-out data: 0.0006737881922163069
Epoch: 205
Loss on hold-out set: 9.308227788551449e-07
MeanAbsoluteError value on hold-out data: 0.0007916757604107261
Epoch: 206
Loss on hold-out set: 7.664502714550719e-07
MeanAbsoluteError value on hold-out data: 0.0007042165379971266
Epoch: 207
Loss on hold-out set: 1.666356214312915e-06
MeanAbsoluteError value on hold-out data: 0.0010722700972110033
Epoch: 208
Loss on hold-out set: 8.287230632329458e-07
MeanAbsoluteError value on hold-out data: 0.0007296006660908461
Epoch: 209
Loss on hold-out set: 1.0761764533876535e-06
MeanAbsoluteError value on hold-out data: 0.0008301243069581687
Epoch: 210
Loss on hold-out set: 8.171328213043475e-07
MeanAbsoluteError value on hold-out data: 0.0007346111815422773
Epoch: 211
Loss on hold-out set: 1.4850601727490498e-06
MeanAbsoluteError value on hold-out data: 0.0010088577400892973
Epoch: 212
Loss on hold-out set: 1.0159211176239926e-06
MeanAbsoluteError value on hold-out data: 0.0007897016475908458
Epoch: 213
Loss on hold-out set: 9.2511073017494e-07
MeanAbsoluteError value on hold-out data: 0.0007476787432096899
Epoch: 214
Loss on hold-out set: 1.60298655443442e-06
MeanAbsoluteError value on hold-out data: 0.001062134513631463
Epoch: 215
Loss on hold-out set: 1.7938503097306798e-06
MeanAbsoluteError value on hold-out data: 0.001135313417762518
Epoch: 216
Loss on hold-out set: 8.024161913384048e-07
MeanAbsoluteError value on hold-out data: 0.000727215432561934
Epoch: 217
Loss on hold-out set: 7.167655695639041e-07
MeanAbsoluteError value on hold-out data: 0.0006740929093211889
Epoch: 218
Loss on hold-out set: 7.286271174787264e-07
MeanAbsoluteError value on hold-out data: 0.0006816089153289795
Epoch: 219
Loss on hold-out set: 1.0018441510230612e-06
MeanAbsoluteError value on hold-out data: 0.0007955122273415327
Epoch: 220
Loss on hold-out set: 2.350699743986367e-06
MeanAbsoluteError value on hold-out data: 0.0013260116102173924
Epoch: 221
Loss on hold-out set: 8.572562054408851e-07
MeanAbsoluteError value on hold-out data: 0.0007508574635721743
Epoch: 222
Loss on hold-out set: 8.657039879485987e-07
MeanAbsoluteError value on hold-out data: 0.0007408314850181341
Epoch: 223
Loss on hold-out set: 8.822792774655961e-07
MeanAbsoluteError value on hold-out data: 0.0007477320614270866
Epoch: 224
Loss on hold-out set: 6.85691026420115e-07
MeanAbsoluteError value on hold-out data: 0.0006647708942182362
Epoch: 225
Loss on hold-out set: 7.131796647942023e-07
MeanAbsoluteError value on hold-out data: 0.0006737716612406075
Epoch: 226
Loss on hold-out set: 1.1876506085592644e-06
MeanAbsoluteError value on hold-out data: 0.0008795546018518507
Epoch: 227
Loss on hold-out set: 3.580016482374049e-06
MeanAbsoluteError value on hold-out data: 0.0017060808604583144
Epoch: 228
Loss on hold-out set: 1.088354792955215e-06
MeanAbsoluteError value on hold-out data: 0.0008493538480252028
Epoch: 229
Loss on hold-out set: 1.0571468749276391e-06
MeanAbsoluteError value on hold-out data: 0.0008275812724605203
Epoch: 230
Loss on hold-out set: 7.591946233385618e-07
MeanAbsoluteError value on hold-out data: 0.0006960455793887377
Epoch: 231
Loss on hold-out set: 8.745389659627388e-07
MeanAbsoluteError value on hold-out data: 0.0007464958471246064
Epoch: 232
Loss on hold-out set: 1.0905145783313997e-06
MeanAbsoluteError value on hold-out data: 0.0008337281760759652
Epoch: 233
Loss on hold-out set: 6.850470631784096e-07
MeanAbsoluteError value on hold-out data: 0.0006671363371424377
Epoch: 234
Loss on hold-out set: 8.435853741362874e-07
MeanAbsoluteError value on hold-out data: 0.000723626755643636
Epoch: 235
Loss on hold-out set: 1.8047926984693802e-06
MeanAbsoluteError value on hold-out data: 0.0011064388090744615
Epoch: 236
Loss on hold-out set: 7.242965169168131e-07
MeanAbsoluteError value on hold-out data: 0.0006778200040571392
Epoch: 237
Loss on hold-out set: 8.285032420802124e-07
MeanAbsoluteError value on hold-out data: 0.0007294990355148911
Epoch: 238
Loss on hold-out set: 1.713712125505341e-06
MeanAbsoluteError value on hold-out data: 0.0010850925464183092
Epoch: 239
Loss on hold-out set: 7.529435536595813e-07
MeanAbsoluteError value on hold-out data: 0.000694428978022188
Epoch: 240
Loss on hold-out set: 7.999346372309027e-07
MeanAbsoluteError value on hold-out data: 0.0007040578057058156
Epoch: 241
Loss on hold-out set: 7.668137370204092e-07
MeanAbsoluteError value on hold-out data: 0.0006795328808948398
Epoch: 242
Loss on hold-out set: 1.1689609253223282e-06
MeanAbsoluteError value on hold-out data: 0.0008002386894077063
Epoch: 243
Loss on hold-out set: 1.6021483107719037e-06
MeanAbsoluteError value on hold-out data: 0.0010690754279494286
Epoch: 244
Loss on hold-out set: 2.4979519471694052e-06
MeanAbsoluteError value on hold-out data: 0.0014063215348869562
Epoch: 245
Loss on hold-out set: 7.035814633127302e-07
MeanAbsoluteError value on hold-out data: 0.0006784382276237011
Epoch: 246
Loss on hold-out set: 1.4084581738853349e-06
MeanAbsoluteError value on hold-out data: 0.000943016551900655
Epoch: 247
Loss on hold-out set: 7.413444550890674e-07
MeanAbsoluteError value on hold-out data: 0.0006895522819831967
Epoch: 248
Loss on hold-out set: 9.497224110733581e-07
MeanAbsoluteError value on hold-out data: 0.0007571827154606581
Epoch: 249
Loss on hold-out set: 9.794614689221467e-07
MeanAbsoluteError value on hold-out data: 0.0007586948340758681
Epoch: 250
Loss on hold-out set: 1.1937788844289362e-06
MeanAbsoluteError value on hold-out data: 0.0008417813223786652
Epoch: 251
Loss on hold-out set: 8.879130549443149e-07
MeanAbsoluteError value on hold-out data: 0.000759974995162338
Epoch: 252
Loss on hold-out set: 9.320261671501402e-07
MeanAbsoluteError value on hold-out data: 0.0007908312836661935
Epoch: 253
Loss on hold-out set: 1.4303403802911746e-06
MeanAbsoluteError value on hold-out data: 0.0009540756000205874
Epoch: 254
Loss on hold-out set: 6.898105897772228e-07
MeanAbsoluteError value on hold-out data: 0.0006715480703860521
Epoch: 255
Loss on hold-out set: 1.6416873554939789e-06
MeanAbsoluteError value on hold-out data: 0.0010581015376374125
Epoch: 256
Loss on hold-out set: 9.231419627352667e-07
MeanAbsoluteError value on hold-out data: 0.0007909467676654458
Epoch: 257
Loss on hold-out set: 7.457131298101908e-07
MeanAbsoluteError value on hold-out data: 0.0006726495921611786
Epoch: 258
Loss on hold-out set: 1.1495755529722373e-06
MeanAbsoluteError value on hold-out data: 0.0008755582384765148
Epoch: 259
Loss on hold-out set: 7.316095102046697e-07
MeanAbsoluteError value on hold-out data: 0.0006574844010174274
Epoch: 260
Loss on hold-out set: 8.104100857053709e-07
MeanAbsoluteError value on hold-out data: 0.0006956042489036918
Epoch: 261
Loss on hold-out set: 1.369484537532956e-06
MeanAbsoluteError value on hold-out data: 0.0009534739074297249
Epoch: 262
Loss on hold-out set: 8.914062863578482e-07
MeanAbsoluteError value on hold-out data: 0.0007593910559080541
Epoch: 263
Loss on hold-out set: 6.958634005426435e-07
MeanAbsoluteError value on hold-out data: 0.0006649468559771776
Epoch: 264
Loss on hold-out set: 7.809980677218566e-07
MeanAbsoluteError value on hold-out data: 0.0007041613571345806
Epoch: 265
Loss on hold-out set: 7.459746860569375e-07
MeanAbsoluteError value on hold-out data: 0.000671944348141551
Epoch: 266
Loss on hold-out set: 1.8581752188905598e-06
MeanAbsoluteError value on hold-out data: 0.0011530325282365084
Epoch: 267
Loss on hold-out set: 7.871776414976222e-07
MeanAbsoluteError value on hold-out data: 0.0006834490341134369
Epoch: 268
Loss on hold-out set: 7.287420964110844e-07
MeanAbsoluteError value on hold-out data: 0.0006623265217058361
Epoch: 269
Loss on hold-out set: 8.860215705051535e-07
MeanAbsoluteError value on hold-out data: 0.0007219971739687026
Epoch: 270
Loss on hold-out set: 1.4601810938494543e-06
MeanAbsoluteError value on hold-out data: 0.0009497407008893788
Epoch: 271
Loss on hold-out set: 9.060106429195422e-07
MeanAbsoluteError value on hold-out data: 0.0007357305148616433
Epoch: 272
Loss on hold-out set: 7.586619556849865e-07
MeanAbsoluteError value on hold-out data: 0.0006881193839944899
Epoch: 273
Loss on hold-out set: 1.6448931843954667e-06
MeanAbsoluteError value on hold-out data: 0.0010807423386722803
Epoch: 274
Loss on hold-out set: 7.489215953717995e-07
MeanAbsoluteError value on hold-out data: 0.0006966450600884855
Epoch: 275
Loss on hold-out set: 6.971687845145005e-07
MeanAbsoluteError value on hold-out data: 0.0006639731000177562
Epoch: 276
Loss on hold-out set: 9.679921832300281e-07
MeanAbsoluteError value on hold-out data: 0.0007874010480009019
Epoch: 277
Loss on hold-out set: 1.3777408724990892e-06
MeanAbsoluteError value on hold-out data: 0.000984232290647924
Epoch: 278
Loss on hold-out set: 7.259198884394908e-07
MeanAbsoluteError value on hold-out data: 0.0006747560109943151
Epoch: 279
Loss on hold-out set: 7.577237791058276e-07
MeanAbsoluteError value on hold-out data: 0.0006961542530916631
Epoch: 280
Loss on hold-out set: 7.714788829651717e-07
MeanAbsoluteError value on hold-out data: 0.000680834345985204
Epoch: 281
Loss on hold-out set: 6.957873342099236e-07
MeanAbsoluteError value on hold-out data: 0.0006649708957411349
Epoch: 282
Loss on hold-out set: 7.945059628320031e-07
MeanAbsoluteError value on hold-out data: 0.0007043784717097878
Epoch: 283
Loss on hold-out set: 1.1167799414124602e-06
MeanAbsoluteError value on hold-out data: 0.0008401845116168261
Epoch: 284
Loss on hold-out set: 7.119850435034235e-07
MeanAbsoluteError value on hold-out data: 0.0006784713477827609
Epoch: 285
Loss on hold-out set: 1.4654136879681364e-06
MeanAbsoluteError value on hold-out data: 0.001001048949547112
Epoch: 286
Loss on hold-out set: 2.0982675305976254e-06
MeanAbsoluteError value on hold-out data: 0.0012576847802847624
Epoch: 287
Loss on hold-out set: 1.5344359230067102e-06
MeanAbsoluteError value on hold-out data: 0.0010181393008679152
Epoch: 288
Loss on hold-out set: 7.235643824270272e-07
MeanAbsoluteError value on hold-out data: 0.0006848459015600383
Epoch: 289
Loss on hold-out set: 2.600639469654617e-06
MeanAbsoluteError value on hold-out data: 0.0014015391934663057
Epoch: 290
Loss on hold-out set: 2.030118970161801e-06
MeanAbsoluteError value on hold-out data: 0.0012275559129193425
Epoch: 291
Loss on hold-out set: 2.739289698183711e-06
MeanAbsoluteError value on hold-out data: 0.0014882938703522086
Epoch: 292
Loss on hold-out set: 8.447870680601437e-07
MeanAbsoluteError value on hold-out data: 0.0007385328644886613
Epoch: 293
Loss on hold-out set: 7.15042051961763e-07
MeanAbsoluteError value on hold-out data: 0.0006702035898342729
Epoch: 294
Loss on hold-out set: 8.289964123028208e-07
MeanAbsoluteError value on hold-out data: 0.0007335752015933394
Epoch: 295
Loss on hold-out set: 1.14166116724426e-06
MeanAbsoluteError value on hold-out data: 0.0008268043166026473
Epoch: 296
Loss on hold-out set: 7.065959026091989e-07
MeanAbsoluteError value on hold-out data: 0.0006763267447240651
Epoch: 297
Loss on hold-out set: 6.948248177160657e-07
MeanAbsoluteError value on hold-out data: 0.000664808030705899
Epoch: 298
Loss on hold-out set: 7.479952334786224e-07
MeanAbsoluteError value on hold-out data: 0.0006867557531222701
Epoch: 299
Loss on hold-out set: 1.0505065130945905e-06
MeanAbsoluteError value on hold-out data: 0.000791526457760483
Epoch: 300
Loss on hold-out set: 1.1383319553295644e-06
MeanAbsoluteError value on hold-out data: 0.0008623510366305709
Epoch: 301
Loss on hold-out set: 7.673822870821403e-07
MeanAbsoluteError value on hold-out data: 0.0006827439647167921
Epoch: 302
Loss on hold-out set: 2.193859861913202e-06
MeanAbsoluteError value on hold-out data: 0.0012628716649487615
Epoch: 303
Loss on hold-out set: 6.905108810210199e-07
MeanAbsoluteError value on hold-out data: 0.0006638811319135129
Epoch: 304
Loss on hold-out set: 8.871973154082997e-07
MeanAbsoluteError value on hold-out data: 0.0007248478941619396
Epoch: 305
Loss on hold-out set: 7.616021880844178e-07
MeanAbsoluteError value on hold-out data: 0.0007044595549814403
Epoch: 306
Loss on hold-out set: 1.776113016113903e-06
MeanAbsoluteError value on hold-out data: 0.0011390330037102103
Epoch: 307
Loss on hold-out set: 6.983950839867248e-07
MeanAbsoluteError value on hold-out data: 0.0006737865624018013
Epoch: 308
Loss on hold-out set: 1.0225976094620119e-06
MeanAbsoluteError value on hold-out data: 0.000806680298410356
Epoch: 309
Loss on hold-out set: 6.967364006763651e-07
MeanAbsoluteError value on hold-out data: 0.0006660569924861193
Epoch: 310
Loss on hold-out set: 6.923620284956437e-07
MeanAbsoluteError value on hold-out data: 0.0006718291551806033
Epoch: 311
Loss on hold-out set: 1.1736979432113842e-06
MeanAbsoluteError value on hold-out data: 0.0008550994098186493
Epoch: 312
Loss on hold-out set: 6.896544715136071e-07
MeanAbsoluteError value on hold-out data: 0.0006698176148347557
Epoch: 313
Loss on hold-out set: 1.620442455637553e-06
MeanAbsoluteError value on hold-out data: 0.0010725839529186487
Epoch: 314
Loss on hold-out set: 8.110915114929622e-07
MeanAbsoluteError value on hold-out data: 0.0006795802619308233
Epoch: 315
Loss on hold-out set: 7.066258044338051e-07
MeanAbsoluteError value on hold-out data: 0.0006726898136548698
Epoch: 316
Loss on hold-out set: 7.568278393731676e-07
MeanAbsoluteError value on hold-out data: 0.0006923524779267609
Epoch: 317
Loss on hold-out set: 1.031023250911508e-06
MeanAbsoluteError value on hold-out data: 0.0008296504383906722
Epoch: 318
Loss on hold-out set: 1.3634501538735303e-06
MeanAbsoluteError value on hold-out data: 0.0009322823607362807
Epoch: 319
Loss on hold-out set: 1.1097931222208829e-06
MeanAbsoluteError value on hold-out data: 0.000811033823993057
Epoch: 320
Loss on hold-out set: 1.9951725938391555e-06
MeanAbsoluteError value on hold-out data: 0.0011947010643780231
Epoch: 321
Loss on hold-out set: 7.999497007369008e-07
MeanAbsoluteError value on hold-out data: 0.0007060049683786929
Epoch: 322
Loss on hold-out set: 8.101208707627777e-07
MeanAbsoluteError value on hold-out data: 0.0007165895658545196
Epoch: 323
Loss on hold-out set: 7.213017301392728e-07
MeanAbsoluteError value on hold-out data: 0.0006651522126048803
Epoch: 324
Loss on hold-out set: 6.956932332094276e-07
MeanAbsoluteError value on hold-out data: 0.0006683429819531739
Epoch: 325
Loss on hold-out set: 1.1543045712432313e-06
MeanAbsoluteError value on hold-out data: 0.0008603252354077995
Epoch: 326
Loss on hold-out set: 6.732117944133838e-07
MeanAbsoluteError value on hold-out data: 0.000667645363137126
Epoch: 327
Loss on hold-out set: 2.6943543196886403e-06
MeanAbsoluteError value on hold-out data: 0.0014542650897055864
Epoch: 328
Loss on hold-out set: 7.976617181471878e-07
MeanAbsoluteError value on hold-out data: 0.0006729324231855571
Epoch: 329
Loss on hold-out set: 2.5553580634060872e-06
MeanAbsoluteError value on hold-out data: 0.0013937726616859436
Epoch: 330
Loss on hold-out set: 7.398391047147995e-07
MeanAbsoluteError value on hold-out data: 0.0006779034156352282
Epoch: 331
Loss on hold-out set: 1.6218856051007326e-06
MeanAbsoluteError value on hold-out data: 0.0010551192099228501
Epoch: 332
Loss on hold-out set: 6.883079536762054e-07
MeanAbsoluteError value on hold-out data: 0.000666728476062417
Epoch: 333
Loss on hold-out set: 1.4734739667031904e-06
MeanAbsoluteError value on hold-out data: 0.0009906146442517638
Epoch: 334
Loss on hold-out set: 7.97376180536538e-07
MeanAbsoluteError value on hold-out data: 0.000723217730410397
Epoch: 335
Loss on hold-out set: 9.104040248513019e-07
MeanAbsoluteError value on hold-out data: 0.0007518513593822718
Epoch: 336
Loss on hold-out set: 7.776470432383156e-07
MeanAbsoluteError value on hold-out data: 0.0007022398640401661
Epoch: 337
Loss on hold-out set: 2.1876716118640616e-06
MeanAbsoluteError value on hold-out data: 0.0012603666400536895
Epoch: 338
Loss on hold-out set: 1.1839045955551997e-06
MeanAbsoluteError value on hold-out data: 0.0008689010282978415
Epoch: 339
Loss on hold-out set: 8.217193134476894e-07
MeanAbsoluteError value on hold-out data: 0.0007135152700357139
Epoch: 340
Loss on hold-out set: 7.006001396803185e-07
MeanAbsoluteError value on hold-out data: 0.0006704670377075672
Epoch: 341
Loss on hold-out set: 2.7508486368788e-06
MeanAbsoluteError value on hold-out data: 0.001460984698496759
Epoch: 342
Loss on hold-out set: 7.388373476785021e-07
MeanAbsoluteError value on hold-out data: 0.0006715126219205558
Epoch: 343
Loss on hold-out set: 8.25740410339047e-07
MeanAbsoluteError value on hold-out data: 0.0007094700704328716
Epoch: 344
Loss on hold-out set: 8.96422239275825e-07
MeanAbsoluteError value on hold-out data: 0.0007489147828891873
Epoch: 345
Loss on hold-out set: 8.148364171435018e-07
MeanAbsoluteError value on hold-out data: 0.0007366840727627277
Epoch: 346
Loss on hold-out set: 1.2060645924695843e-06
MeanAbsoluteError value on hold-out data: 0.0009051251690834761
Epoch: 347
Loss on hold-out set: 6.867654331717159e-07
MeanAbsoluteError value on hold-out data: 0.000665928702801466
Epoch: 348
Loss on hold-out set: 9.356804031750261e-07
MeanAbsoluteError value on hold-out data: 0.0007681410061195493
Epoch: 349
Loss on hold-out set: 8.20991286988059e-07
MeanAbsoluteError value on hold-out data: 0.0007171730976551771
Epoch: 350
Loss on hold-out set: 8.213335106050251e-07
MeanAbsoluteError value on hold-out data: 0.0007327830535359681
Epoch: 351
Loss on hold-out set: 9.68789322541852e-07
MeanAbsoluteError value on hold-out data: 0.0008002847316674888
Epoch: 352
Loss on hold-out set: 9.257138694570481e-07
MeanAbsoluteError value on hold-out data: 0.0007892237626947463
Epoch: 353
Loss on hold-out set: 7.611477446271937e-07
MeanAbsoluteError value on hold-out data: 0.0006643368396908045
Epoch: 354
Loss on hold-out set: 7.220419320219662e-07
MeanAbsoluteError value on hold-out data: 0.0006805846351198852
Epoch: 355
Loss on hold-out set: 1.107576207022458e-06
MeanAbsoluteError value on hold-out data: 0.0008178359130397439
Epoch: 356
Loss on hold-out set: 8.479831417564408e-07
MeanAbsoluteError value on hold-out data: 0.0007413065177388489
Epoch: 357
Loss on hold-out set: 7.383000964777099e-07
MeanAbsoluteError value on hold-out data: 0.0006700062658637762
Epoch: 358
Loss on hold-out set: 1.0183386223161506e-06
MeanAbsoluteError value on hold-out data: 0.0008156892727129161
Epoch: 359
Loss on hold-out set: 1.702451002599376e-06
MeanAbsoluteError value on hold-out data: 0.0011078271782025695
Epoch: 360
Loss on hold-out set: 7.121886850514924e-07
MeanAbsoluteError value on hold-out data: 0.0006808838224969804
Epoch: 361
Loss on hold-out set: 1.7389446043125645e-06
MeanAbsoluteError value on hold-out data: 0.0011216475395485759
Epoch: 362
Loss on hold-out set: 1.8888314431163822e-06
MeanAbsoluteError value on hold-out data: 0.0011253138072788715
Epoch: 363
Loss on hold-out set: 7.584437174028398e-07
MeanAbsoluteError value on hold-out data: 0.0007139625959098339
Epoch: 364
Loss on hold-out set: 1.279862264989508e-06
MeanAbsoluteError value on hold-out data: 0.0008974626543931663
Epoch: 365
Loss on hold-out set: 7.163468314257233e-07
MeanAbsoluteError value on hold-out data: 0.0006738943047821522
Epoch: 366
Loss on hold-out set: 2.6858518166451317e-06
MeanAbsoluteError value on hold-out data: 0.0014164885506033897
Epoch: 367
Loss on hold-out set: 7.396465465402658e-07
MeanAbsoluteError value on hold-out data: 0.0006948113441467285
Epoch: 368
Loss on hold-out set: 1.2483300902378967e-06
MeanAbsoluteError value on hold-out data: 0.0009015144314616919
Epoch: 369
Loss on hold-out set: 8.174558755714455e-07
MeanAbsoluteError value on hold-out data: 0.0007211175397969782
Epoch: 370
Loss on hold-out set: 8.460698272581515e-07
MeanAbsoluteError value on hold-out data: 0.0007361964671872556
Epoch: 371
Loss on hold-out set: 7.380421322977782e-07
MeanAbsoluteError value on hold-out data: 0.0006831352366134524
Epoch: 372
Loss on hold-out set: 1.1260091066735465e-06
MeanAbsoluteError value on hold-out data: 0.0008695757132954895
Epoch: 373
Loss on hold-out set: 1.7520895290510032e-06
MeanAbsoluteError value on hold-out data: 0.0011139947455376387
Epoch: 374
Loss on hold-out set: 9.82372319832883e-07
MeanAbsoluteError value on hold-out data: 0.0007787235081195831
Epoch: 375
Loss on hold-out set: 8.097891631783009e-07
MeanAbsoluteError value on hold-out data: 0.0006978589226491749
Epoch: 376
Loss on hold-out set: 6.982039818782281e-07
MeanAbsoluteError value on hold-out data: 0.0006736679351888597
Epoch: 377
Loss on hold-out set: 7.855393715334895e-07
MeanAbsoluteError value on hold-out data: 0.0006996160955168307
Epoch: 378
Loss on hold-out set: 7.239076931743791e-07
MeanAbsoluteError value on hold-out data: 0.0006750999600626528
Epoch: 379
Loss on hold-out set: 1.7068885846618707e-06
MeanAbsoluteError value on hold-out data: 0.001077441149391234
Epoch: 380
Loss on hold-out set: 1.3590255976990961e-06
MeanAbsoluteError value on hold-out data: 0.0009270724840462208
Epoch: 381
Loss on hold-out set: 8.290710214763609e-07
MeanAbsoluteError value on hold-out data: 0.0007187831215560436
Epoch: 382
Loss on hold-out set: 8.26427704116493e-07
MeanAbsoluteError value on hold-out data: 0.0007173539488576353
Epoch: 383
Loss on hold-out set: 6.86160074809987e-07
MeanAbsoluteError value on hold-out data: 0.0006694392650388181
Epoch: 384
Loss on hold-out set: 1.7366660555440972e-06
MeanAbsoluteError value on hold-out data: 0.0010878155007958412
Epoch: 385
Loss on hold-out set: 6.940074880591195e-07
MeanAbsoluteError value on hold-out data: 0.0006715035415254533
Epoch: 386
Loss on hold-out set: 7.349618661359832e-07
MeanAbsoluteError value on hold-out data: 0.0006774738430976868
Epoch: 387
Loss on hold-out set: 1.3710174208916635e-06
MeanAbsoluteError value on hold-out data: 0.0009499445441178977
Epoch: 388
Loss on hold-out set: 9.295496436852073e-07
MeanAbsoluteError value on hold-out data: 0.000750092847738415
Epoch: 389
Loss on hold-out set: 2.6329889281511828e-06
MeanAbsoluteError value on hold-out data: 0.0014404392568394542
Epoch: 390
Loss on hold-out set: 9.827719596754691e-07
MeanAbsoluteError value on hold-out data: 0.0007855230360291898
Epoch: 391
Loss on hold-out set: 7.602630052343346e-07
MeanAbsoluteError value on hold-out data: 0.0006890040822327137
Epoch: 392
Loss on hold-out set: 7.354449969363067e-07
MeanAbsoluteError value on hold-out data: 0.0006731748580932617
Epoch: 393
Loss on hold-out set: 7.98209406674197e-07
MeanAbsoluteError value on hold-out data: 0.0007128656143322587
Epoch: 394
Loss on hold-out set: 5.520823466353109e-06
MeanAbsoluteError value on hold-out data: 0.0022087155375629663
Epoch: 395
Loss on hold-out set: 1.2647711527663957e-06
MeanAbsoluteError value on hold-out data: 0.0008971428615041077
Epoch: 396
Loss on hold-out set: 2.1753964592090388e-06
MeanAbsoluteError value on hold-out data: 0.001284490805119276
Epoch: 397
Loss on hold-out set: 8.009015109914449e-07
MeanAbsoluteError value on hold-out data: 0.0007287923945114017
Epoch: 398
Loss on hold-out set: 1.24984379768788e-06
MeanAbsoluteError value on hold-out data: 0.0009123641066253185
Epoch: 399
Loss on hold-out set: 7.008729388994302e-07
MeanAbsoluteError value on hold-out data: 0.0006662721862085164
Epoch: 400
Loss on hold-out set: 8.332713565988132e-07
MeanAbsoluteError value on hold-out data: 0.000722479831892997
Epoch: 401
Loss on hold-out set: 7.215043878589383e-07
MeanAbsoluteError value on hold-out data: 0.000669793807901442
Epoch: 402
Loss on hold-out set: 1.116355847968337e-06
MeanAbsoluteError value on hold-out data: 0.0008462762925773859
Epoch: 403
Loss on hold-out set: 1.4265888895491885e-06
MeanAbsoluteError value on hold-out data: 0.000979772536084056
Epoch: 404
Loss on hold-out set: 7.879452430013491e-07
MeanAbsoluteError value on hold-out data: 0.0007105454569682479
Epoch: 405
Loss on hold-out set: 7.3198653073912e-07
MeanAbsoluteError value on hold-out data: 0.000676990021020174
Epoch: 406
Loss on hold-out set: 1.105739112990005e-06
MeanAbsoluteError value on hold-out data: 0.0008391778101213276
Epoch: 407
Loss on hold-out set: 7.881070548985638e-07
MeanAbsoluteError value on hold-out data: 0.0007326607592403889
Epoch: 408
Loss on hold-out set: 8.123118150776393e-07
MeanAbsoluteError value on hold-out data: 0.000708865700289607
Epoch: 409
Loss on hold-out set: 7.760934994831376e-07
MeanAbsoluteError value on hold-out data: 0.0007045158999972045
Epoch: 410
Loss on hold-out set: 8.026751535575945e-07
MeanAbsoluteError value on hold-out data: 0.0007299120770767331
Epoch: 411
Loss on hold-out set: 7.150313490018772e-07
MeanAbsoluteError value on hold-out data: 0.0006572319543920457
Epoch: 412
Loss on hold-out set: 7.082117926634405e-07
MeanAbsoluteError value on hold-out data: 0.0006660212529823184
Epoch: 413
Loss on hold-out set: 1.0907299711631752e-06
MeanAbsoluteError value on hold-out data: 0.0008210253436118364
Epoch: 414
Loss on hold-out set: 1.4098905362166429e-06
MeanAbsoluteError value on hold-out data: 0.0009411957580596209
Epoch: 415
Loss on hold-out set: 7.628656861085731e-07
MeanAbsoluteError value on hold-out data: 0.0006706425338052213
Epoch: 416
Loss on hold-out set: 6.929292339918902e-07
MeanAbsoluteError value on hold-out data: 0.0006718877120874822
Epoch: 417
Loss on hold-out set: 7.0370771254602e-07
MeanAbsoluteError value on hold-out data: 0.0006703683757223189
Epoch: 418
Loss on hold-out set: 8.068152641709065e-07
MeanAbsoluteError value on hold-out data: 0.0006946228677406907
Epoch: 419
Loss on hold-out set: 8.2084482008108e-07
MeanAbsoluteError value on hold-out data: 0.0007274132804013789
Epoch: 420
Loss on hold-out set: 1.0517279524545022e-06
MeanAbsoluteError value on hold-out data: 0.0007836063159629703
Epoch: 421
Loss on hold-out set: 6.791339177862727e-07
MeanAbsoluteError value on hold-out data: 0.0006637168116867542
Epoch: 422
Loss on hold-out set: 2.7732754163550385e-06
MeanAbsoluteError value on hold-out data: 0.0014973883517086506
Epoch: 423
Loss on hold-out set: 3.293010037780802e-06
MeanAbsoluteError value on hold-out data: 0.0016120201908051968
Epoch: 424
Loss on hold-out set: 7.548809981891771e-07
MeanAbsoluteError value on hold-out data: 0.0006934833363629878
Epoch: 425
Loss on hold-out set: 9.161588121304914e-07
MeanAbsoluteError value on hold-out data: 0.0007545226835645735
Epoch: 426
Loss on hold-out set: 6.945885677221388e-07
MeanAbsoluteError value on hold-out data: 0.0006708475993946195
Epoch: 427
Loss on hold-out set: 1.0369258715260144e-06
MeanAbsoluteError value on hold-out data: 0.0007941914955154061
Epoch: 428
Loss on hold-out set: 1.135420610318341e-06
MeanAbsoluteError value on hold-out data: 0.0008610200602561235
Epoch: 429
Loss on hold-out set: 1.1707562525596306e-06
MeanAbsoluteError value on hold-out data: 0.0008979210397228599
Epoch: 430
Loss on hold-out set: 1.1202911921897723e-06
MeanAbsoluteError value on hold-out data: 0.0008574241655878723
Epoch: 431
Loss on hold-out set: 7.386820602033157e-07
MeanAbsoluteError value on hold-out data: 0.0006831562495790422
Epoch: 432
Loss on hold-out set: 7.191763437766405e-07
MeanAbsoluteError value on hold-out data: 0.0006890046643093228
Epoch: 433
Loss on hold-out set: 7.704590726776727e-07
MeanAbsoluteError value on hold-out data: 0.0007025066297501326
Epoch: 434
Loss on hold-out set: 1.0362795902752764e-06
MeanAbsoluteError value on hold-out data: 0.0008063942077569664
Epoch: 435
Loss on hold-out set: 6.896816448541078e-07
MeanAbsoluteError value on hold-out data: 0.0006698805373162031
Epoch: 436
Loss on hold-out set: 1.032683505067885e-06
MeanAbsoluteError value on hold-out data: 0.0007858762401156127
Epoch: 437
Loss on hold-out set: 9.081246726229717e-07
MeanAbsoluteError value on hold-out data: 0.0007772368262521923
Epoch: 438
Loss on hold-out set: 7.281593835929156e-07
MeanAbsoluteError value on hold-out data: 0.0006696286727674305
Epoch: 439
Loss on hold-out set: 8.76895226243645e-07
MeanAbsoluteError value on hold-out data: 0.0007326711784116924
Epoch: 440
Loss on hold-out set: 2.965591682788307e-06
MeanAbsoluteError value on hold-out data: 0.001527543761767447
Epoch: 441
Loss on hold-out set: 7.312027999152913e-07
MeanAbsoluteError value on hold-out data: 0.0006826817989349365
Epoch: 442
Loss on hold-out set: 7.163662631298323e-07
MeanAbsoluteError value on hold-out data: 0.0006733144982717931
Epoch: 443
Loss on hold-out set: 7.871648178409557e-07
MeanAbsoluteError value on hold-out data: 0.0006983716739341617
Epoch: 444
Loss on hold-out set: 6.887505146726023e-07
MeanAbsoluteError value on hold-out data: 0.0006680586957372725
Epoch: 445
Loss on hold-out set: 1.0107564360868519e-06
MeanAbsoluteError value on hold-out data: 0.0007666280725970864
Epoch: 446
Loss on hold-out set: 6.830689515551896e-07
MeanAbsoluteError value on hold-out data: 0.0006626105168834329
Epoch: 447
Loss on hold-out set: 7.014658081061498e-07
MeanAbsoluteError value on hold-out data: 0.0006691183079965413
Epoch: 448
Loss on hold-out set: 8.570538909680181e-07
MeanAbsoluteError value on hold-out data: 0.0007300344295799732
Epoch: 449
Loss on hold-out set: 7.817168002825033e-07
MeanAbsoluteError value on hold-out data: 0.0007084658718667924
Epoch: 450
Loss on hold-out set: 1.9869744042248035e-06
MeanAbsoluteError value on hold-out data: 0.0011818887433037162
Epoch: 451
Loss on hold-out set: 7.765496220075036e-07
MeanAbsoluteError value on hold-out data: 0.0007089635473676026
Epoch: 452
Loss on hold-out set: 6.913110111711901e-07
MeanAbsoluteError value on hold-out data: 0.000663533341139555
Epoch: 453
Loss on hold-out set: 7.34797855382287e-07
MeanAbsoluteError value on hold-out data: 0.0006579873152077198
Epoch: 454
Loss on hold-out set: 1.3900701368094394e-06
MeanAbsoluteError value on hold-out data: 0.0009681530063971877
Early stopping at epoch 453
Fold: 10
Epoch: 1
Loss on hold-out set: 0.02010143591234317
MeanAbsoluteError value on hold-out data: 0.1167471706867218
Epoch: 2
Loss on hold-out set: 0.021036415862349365
MeanAbsoluteError value on hold-out data: 0.11420771479606628
Epoch: 3
Loss on hold-out set: 0.01899881177366926
MeanAbsoluteError value on hold-out data: 0.11266946792602539
Epoch: 4
Loss on hold-out set: 0.018471666934111945
MeanAbsoluteError value on hold-out data: 0.1113811656832695
Epoch: 5
Loss on hold-out set: 0.01886972229784498
MeanAbsoluteError value on hold-out data: 0.10964656621217728
Epoch: 6
Loss on hold-out set: 0.017775502951385882
MeanAbsoluteError value on hold-out data: 0.10763492435216904
Epoch: 7
Loss on hold-out set: 0.016959772946742866
MeanAbsoluteError value on hold-out data: 0.10534150898456573
Epoch: 8
Loss on hold-out set: 0.01614858740224288
MeanAbsoluteError value on hold-out data: 0.10341601073741913
Epoch: 9
Loss on hold-out set: 0.015195467760070013
MeanAbsoluteError value on hold-out data: 0.10153839737176895
Epoch: 10
Loss on hold-out set: 0.01569956442556129
MeanAbsoluteError value on hold-out data: 0.09954509139060974
Epoch: 11
Loss on hold-out set: 0.014638842943196114
MeanAbsoluteError value on hold-out data: 0.0977107360959053
Epoch: 12
Loss on hold-out set: 0.013802464729031691
MeanAbsoluteError value on hold-out data: 0.09558296203613281
Epoch: 13
Loss on hold-out set: 0.013607800114326753
MeanAbsoluteError value on hold-out data: 0.09322021156549454
Epoch: 14
Loss on hold-out set: 0.012491705863235088
MeanAbsoluteError value on hold-out data: 0.09128637611865997
Epoch: 15
Loss on hold-out set: 0.01187699306039856
MeanAbsoluteError value on hold-out data: 0.08870275318622589
Epoch: 16
Loss on hold-out set: 0.01128838134284776
MeanAbsoluteError value on hold-out data: 0.08685302734375
Epoch: 17
Loss on hold-out set: 0.010483401361852884
MeanAbsoluteError value on hold-out data: 0.0848269909620285
Epoch: 18
Loss on hold-out set: 0.010141902997230109
MeanAbsoluteError value on hold-out data: 0.08271957188844681
Epoch: 19
Loss on hold-out set: 0.009482931471071564
MeanAbsoluteError value on hold-out data: 0.07969512045383453
Epoch: 20
Loss on hold-out set: 0.00944010813971265
MeanAbsoluteError value on hold-out data: 0.07689840346574783
Epoch: 21
Loss on hold-out set: 0.008891474742155809
MeanAbsoluteError value on hold-out data: 0.07444870471954346
Epoch: 22
Loss on hold-out set: 0.007907306623215286
MeanAbsoluteError value on hold-out data: 0.07268524169921875
Epoch: 23
Loss on hold-out set: 0.007819317406616531
MeanAbsoluteError value on hold-out data: 0.06936652958393097
Epoch: 24
Loss on hold-out set: 0.0067645884477175195
MeanAbsoluteError value on hold-out data: 0.06808656454086304
Epoch: 25
Loss on hold-out set: 0.006690079059738379
MeanAbsoluteError value on hold-out data: 0.06452643871307373
Epoch: 26
Loss on hold-out set: 0.0059375228324475195
MeanAbsoluteError value on hold-out data: 0.06308314949274063
Epoch: 27
Loss on hold-out set: 0.006021239167939012
MeanAbsoluteError value on hold-out data: 0.05964129790663719
Epoch: 28
Loss on hold-out set: 0.005008872468561794
MeanAbsoluteError value on hold-out data: 0.05729014798998833
Epoch: 29
Loss on hold-out set: 0.00476962248257433
MeanAbsoluteError value on hold-out data: 0.05530105531215668
Epoch: 30
Loss on hold-out set: 0.004309924176106086
MeanAbsoluteError value on hold-out data: 0.05398830771446228
Epoch: 31
Loss on hold-out set: 0.0039433017552185515
MeanAbsoluteError value on hold-out data: 0.050771359354257584
Epoch: 32
Loss on hold-out set: 0.003544984300298473
MeanAbsoluteError value on hold-out data: 0.04838030785322189
Epoch: 33
Loss on hold-out set: 0.0033456967033159276
MeanAbsoluteError value on hold-out data: 0.04618605598807335
Epoch: 34
Loss on hold-out set: 0.003023458371619479
MeanAbsoluteError value on hold-out data: 0.04414902254939079
Epoch: 35
Loss on hold-out set: 0.002769511022891563
MeanAbsoluteError value on hold-out data: 0.042110174894332886
Epoch: 36
Loss on hold-out set: 0.0026155866575069153
MeanAbsoluteError value on hold-out data: 0.0400516614317894
Epoch: 37
Loss on hold-out set: 0.0023414269044923666
MeanAbsoluteError value on hold-out data: 0.03878318890929222
Epoch: 38
Loss on hold-out set: 0.0020536947726773527
MeanAbsoluteError value on hold-out data: 0.036215055733919144
Epoch: 39
Loss on hold-out set: 0.0018603415452302075
MeanAbsoluteError value on hold-out data: 0.034285277128219604
Epoch: 40
Loss on hold-out set: 0.00162780543234056
MeanAbsoluteError value on hold-out data: 0.032969292253255844
Epoch: 41
Loss on hold-out set: 0.001416202603230396
MeanAbsoluteError value on hold-out data: 0.030491823330521584
Epoch: 42
Loss on hold-out set: 0.001296711190102192
MeanAbsoluteError value on hold-out data: 0.028838379308581352
Epoch: 43
Loss on hold-out set: 0.0011384740053192498
MeanAbsoluteError value on hold-out data: 0.0270828977227211
Epoch: 44
Loss on hold-out set: 0.0009886269992700992
MeanAbsoluteError value on hold-out data: 0.02505960874259472
Epoch: 45
Loss on hold-out set: 0.0009040615460924947
MeanAbsoluteError value on hold-out data: 0.02343134954571724
Epoch: 46
Loss on hold-out set: 0.0007452460469301933
MeanAbsoluteError value on hold-out data: 0.02175946533679962
Epoch: 47
Loss on hold-out set: 0.0007081288853302025
MeanAbsoluteError value on hold-out data: 0.019973034039139748
Epoch: 48
Loss on hold-out set: 0.0005266661934841138
MeanAbsoluteError value on hold-out data: 0.01830350235104561
Epoch: 49
Loss on hold-out set: 0.00045893753457886097
MeanAbsoluteError value on hold-out data: 0.016875112429261208
Epoch: 50
Loss on hold-out set: 0.0003573158705526461
MeanAbsoluteError value on hold-out data: 0.015263247303664684
Epoch: 51
Loss on hold-out set: 0.00030065392694758397
MeanAbsoluteError value on hold-out data: 0.01376882754266262
Epoch: 52
Loss on hold-out set: 0.00024104211199580907
MeanAbsoluteError value on hold-out data: 0.012363511137664318
Epoch: 53
Loss on hold-out set: 0.00019930033998277324
MeanAbsoluteError value on hold-out data: 0.01105779130011797
Epoch: 54
Loss on hold-out set: 0.0001504470369232317
MeanAbsoluteError value on hold-out data: 0.009888352826237679
Epoch: 55
Loss on hold-out set: 0.00015981755803715295
MeanAbsoluteError value on hold-out data: 0.009932437911629677
Epoch: 56
Loss on hold-out set: 9.29614246930354e-05
MeanAbsoluteError value on hold-out data: 0.0077205742709338665
Epoch: 57
Loss on hold-out set: 7.607217790232076e-05
MeanAbsoluteError value on hold-out data: 0.0068146176636219025
Epoch: 58
Loss on hold-out set: 5.128626819966415e-05
MeanAbsoluteError value on hold-out data: 0.005733028519898653
Epoch: 59
Loss on hold-out set: 4.024666084380722e-05
MeanAbsoluteError value on hold-out data: 0.004968852270394564
Epoch: 60
Loss on hold-out set: 2.7367090786775898e-05
MeanAbsoluteError value on hold-out data: 0.004146092105656862
Epoch: 61
Loss on hold-out set: 2.0311000158611794e-05
MeanAbsoluteError value on hold-out data: 0.003487276379019022
Epoch: 62
Loss on hold-out set: 1.5983522075657675e-05
MeanAbsoluteError value on hold-out data: 0.002918540732935071
Epoch: 63
Loss on hold-out set: 1.0312220052373259e-05
MeanAbsoluteError value on hold-out data: 0.002422463148832321
Epoch: 64
Loss on hold-out set: 7.292987307804511e-06
MeanAbsoluteError value on hold-out data: 0.002019323408603668
Epoch: 65
Loss on hold-out set: 5.335952030586318e-06
MeanAbsoluteError value on hold-out data: 0.0016915935557335615
Epoch: 66
Loss on hold-out set: 4.316822626676115e-06
MeanAbsoluteError value on hold-out data: 0.0014985209563747048
Epoch: 67
Loss on hold-out set: 3.973866263060279e-06
MeanAbsoluteError value on hold-out data: 0.0014627794735133648
Epoch: 68
Loss on hold-out set: 2.5990717500252895e-06
MeanAbsoluteError value on hold-out data: 0.0010889996774494648
Epoch: 69
Loss on hold-out set: 2.5703117391738206e-06
MeanAbsoluteError value on hold-out data: 0.001092424150556326
Epoch: 70
Loss on hold-out set: 2.2473460865932375e-06
MeanAbsoluteError value on hold-out data: 0.00092587701510638
Epoch: 71
Loss on hold-out set: 1.8383284200878663e-06
MeanAbsoluteError value on hold-out data: 0.0008617719286121428
Epoch: 72
Loss on hold-out set: 2.5906714295860393e-06
MeanAbsoluteError value on hold-out data: 0.0008273435523733497
Epoch: 73
Loss on hold-out set: 1.858163922354204e-06
MeanAbsoluteError value on hold-out data: 0.0008677401929162443
Epoch: 74
Loss on hold-out set: 2.5238663808452725e-06
MeanAbsoluteError value on hold-out data: 0.0011291602859273553
Epoch: 75
Loss on hold-out set: 1.638059658786845e-06
MeanAbsoluteError value on hold-out data: 0.0007897519390098751
Epoch: 76
Loss on hold-out set: 1.6452341465257912e-06
MeanAbsoluteError value on hold-out data: 0.0007751788944005966
Epoch: 77
Loss on hold-out set: 2.866977249246142e-06
MeanAbsoluteError value on hold-out data: 0.0009279729565605521
Epoch: 78
Loss on hold-out set: 1.683469990281922e-06
MeanAbsoluteError value on hold-out data: 0.0007986013079062104
Epoch: 79
Loss on hold-out set: 2.256152061346046e-06
MeanAbsoluteError value on hold-out data: 0.001010524807497859
Epoch: 80
Loss on hold-out set: 1.639083010856596e-06
MeanAbsoluteError value on hold-out data: 0.0007702469010837376
Epoch: 81
Loss on hold-out set: 1.6081998895655347e-06
MeanAbsoluteError value on hold-out data: 0.0007931319414637983
Epoch: 82
Loss on hold-out set: 2.454755059051632e-06
MeanAbsoluteError value on hold-out data: 0.0010666553862392902
Epoch: 83
Loss on hold-out set: 1.6112100732575877e-06
MeanAbsoluteError value on hold-out data: 0.0007852167473174632
Epoch: 84
Loss on hold-out set: 1.8833478109697282e-06
MeanAbsoluteError value on hold-out data: 0.0009063477627933025
Epoch: 85
Loss on hold-out set: 1.5574669196037296e-06
MeanAbsoluteError value on hold-out data: 0.0007622527191415429
Epoch: 86
Loss on hold-out set: 2.3403634908338345e-06
MeanAbsoluteError value on hold-out data: 0.0007701555732637644
Epoch: 87
Loss on hold-out set: 3.067950020662325e-06
MeanAbsoluteError value on hold-out data: 0.0011946032755076885
Epoch: 88
Loss on hold-out set: 1.52314461624533e-06
MeanAbsoluteError value on hold-out data: 0.0007574754417873919
Epoch: 89
Loss on hold-out set: 1.6700966818042127e-06
MeanAbsoluteError value on hold-out data: 0.0007613123161718249
Epoch: 90
Loss on hold-out set: 1.6786205180735053e-06
MeanAbsoluteError value on hold-out data: 0.0008760528871789575
Epoch: 91
Loss on hold-out set: 1.9743217172582754e-06
MeanAbsoluteError value on hold-out data: 0.0009432488004676998
Epoch: 92
Loss on hold-out set: 1.6617837100231834e-06
MeanAbsoluteError value on hold-out data: 0.0008645326597616076
Epoch: 93
Loss on hold-out set: 1.4853417591955174e-06
MeanAbsoluteError value on hold-out data: 0.0007425256189890206
Epoch: 94
Loss on hold-out set: 1.6293761706702544e-06
MeanAbsoluteError value on hold-out data: 0.0008288622484542429
Epoch: 95
Loss on hold-out set: 1.837857006683827e-06
MeanAbsoluteError value on hold-out data: 0.000967023428529501
Epoch: 96
Loss on hold-out set: 3.0677186067315724e-06
MeanAbsoluteError value on hold-out data: 0.0013585771666839719
Epoch: 97
Loss on hold-out set: 1.5137930015148763e-06
MeanAbsoluteError value on hold-out data: 0.0007635093643330038
Epoch: 98
Loss on hold-out set: 1.5833625572379508e-06
MeanAbsoluteError value on hold-out data: 0.0008341791690327227
Epoch: 99
Loss on hold-out set: 1.9789540536189284e-06
MeanAbsoluteError value on hold-out data: 0.0009760058019310236
Epoch: 100
Loss on hold-out set: 1.447948637160852e-06
MeanAbsoluteError value on hold-out data: 0.0007517949561588466
Epoch: 101
Loss on hold-out set: 2.309046810576267e-06
MeanAbsoluteError value on hold-out data: 0.0011893234914168715
Epoch: 102
Loss on hold-out set: 1.7054296742676693e-06
MeanAbsoluteError value on hold-out data: 0.0008704655338078737
Epoch: 103
Loss on hold-out set: 1.7724300872802046e-06
MeanAbsoluteError value on hold-out data: 0.0008868585573509336
Epoch: 104
Loss on hold-out set: 1.6712293066015823e-06
MeanAbsoluteError value on hold-out data: 0.0008255792199634016
Epoch: 105
Loss on hold-out set: 3.362639281826537e-06
MeanAbsoluteError value on hold-out data: 0.0014540840638801455
Epoch: 106
Loss on hold-out set: 5.15043647143242e-06
MeanAbsoluteError value on hold-out data: 0.0017480977112427354
Epoch: 107
Loss on hold-out set: 1.5126478908419253e-06
MeanAbsoluteError value on hold-out data: 0.0007894804584793746
Epoch: 108
Loss on hold-out set: 1.3550503554099053e-06
MeanAbsoluteError value on hold-out data: 0.0007530381553806365
Epoch: 109
Loss on hold-out set: 1.4072989726033625e-06
MeanAbsoluteError value on hold-out data: 0.0007470739656127989
Epoch: 110
Loss on hold-out set: 1.3878945566148104e-06
MeanAbsoluteError value on hold-out data: 0.0007512902957387269
Epoch: 111
Loss on hold-out set: 1.7652175166369068e-06
MeanAbsoluteError value on hold-out data: 0.0008933544741012156
Epoch: 112
Loss on hold-out set: 2.3903387019485167e-06
MeanAbsoluteError value on hold-out data: 0.0011912580812349916
Epoch: 113
Loss on hold-out set: 2.1711111125673947e-06
MeanAbsoluteError value on hold-out data: 0.0010987367713823915
Epoch: 114
Loss on hold-out set: 1.4493393769918419e-06
MeanAbsoluteError value on hold-out data: 0.0007696316461078823
Epoch: 115
Loss on hold-out set: 1.5254753090123183e-06
MeanAbsoluteError value on hold-out data: 0.0007877334137447178
Epoch: 116
Loss on hold-out set: 1.5603147333492345e-06
MeanAbsoluteError value on hold-out data: 0.0008318193722516298
Epoch: 117
Loss on hold-out set: 2.1269760238213235e-06
MeanAbsoluteError value on hold-out data: 0.0008387767593376338
Epoch: 118
Loss on hold-out set: 1.8115581825056254e-06
MeanAbsoluteError value on hold-out data: 0.0009201488574035466
Epoch: 119
Loss on hold-out set: 1.5151746529577044e-06
MeanAbsoluteError value on hold-out data: 0.0007956128683872521
Epoch: 120
Loss on hold-out set: 1.4139825846261654e-06
MeanAbsoluteError value on hold-out data: 0.0007487207185477018
Epoch: 121
Loss on hold-out set: 1.5091312126112546e-06
MeanAbsoluteError value on hold-out data: 0.0007963263196870685
Epoch: 122
Loss on hold-out set: 2.0407819035356693e-06
MeanAbsoluteError value on hold-out data: 0.0008492429042235017
Epoch: 123
Loss on hold-out set: 1.4144169120719687e-06
MeanAbsoluteError value on hold-out data: 0.0007535039912909269
Epoch: 124
Loss on hold-out set: 3.262247848677082e-06
MeanAbsoluteError value on hold-out data: 0.0014577737310901284
Epoch: 125
Loss on hold-out set: 1.7755854873240214e-06
MeanAbsoluteError value on hold-out data: 0.0009156971937045455
Epoch: 126
Loss on hold-out set: 1.7373364996204216e-06
MeanAbsoluteError value on hold-out data: 0.0009408789337612689
Epoch: 127
Loss on hold-out set: 1.3431938288459396e-06
MeanAbsoluteError value on hold-out data: 0.0007439173059538007
Epoch: 128
Loss on hold-out set: 3.594437255462533e-06
MeanAbsoluteError value on hold-out data: 0.0016229297034442425
Epoch: 129
Loss on hold-out set: 1.2673829285876518e-06
MeanAbsoluteError value on hold-out data: 0.0007202079286798835
Epoch: 130
Loss on hold-out set: 1.45735254455723e-06
MeanAbsoluteError value on hold-out data: 0.0007749595679342747
Epoch: 131
Loss on hold-out set: 1.3796548877018302e-06
MeanAbsoluteError value on hold-out data: 0.0007293871603906155
Epoch: 132
Loss on hold-out set: 2.490077795650555e-06
MeanAbsoluteError value on hold-out data: 0.0011747893877327442
Epoch: 133
Loss on hold-out set: 2.2282910182324345e-06
MeanAbsoluteError value on hold-out data: 0.0010965082328766584
Epoch: 134
Loss on hold-out set: 1.8307894064351926e-06
MeanAbsoluteError value on hold-out data: 0.000953525013756007
Epoch: 135
Loss on hold-out set: 2.0188318239014243e-06
MeanAbsoluteError value on hold-out data: 0.0011041599791496992
Epoch: 136
Loss on hold-out set: 1.367698379576373e-06
MeanAbsoluteError value on hold-out data: 0.0007474425947293639
Epoch: 137
Loss on hold-out set: 1.5043655860853714e-06
MeanAbsoluteError value on hold-out data: 0.0007850495749153197
Epoch: 138
Loss on hold-out set: 2.13763445344739e-06
MeanAbsoluteError value on hold-out data: 0.0011488157324492931
Epoch: 139
Loss on hold-out set: 1.485059322284052e-06
MeanAbsoluteError value on hold-out data: 0.0008101603598333895
Epoch: 140
Loss on hold-out set: 1.4599830382604314e-06
MeanAbsoluteError value on hold-out data: 0.0007613389170728624
Epoch: 141
Loss on hold-out set: 1.458943942749941e-06
MeanAbsoluteError value on hold-out data: 0.0007678046822547913
Epoch: 142
Loss on hold-out set: 1.41361445735391e-06
MeanAbsoluteError value on hold-out data: 0.0007640573894605041
Epoch: 143
Loss on hold-out set: 2.087124886866849e-06
MeanAbsoluteError value on hold-out data: 0.0010274052619934082
Epoch: 144
Loss on hold-out set: 1.3502008361963537e-06
MeanAbsoluteError value on hold-out data: 0.0007435593870468438
Epoch: 145
Loss on hold-out set: 1.2807302443189446e-06
MeanAbsoluteError value on hold-out data: 0.0007158579537644982
Epoch: 146
Loss on hold-out set: 1.3620858462323108e-06
MeanAbsoluteError value on hold-out data: 0.0007457147003151476
Epoch: 147
Loss on hold-out set: 2.938641745668764e-06
MeanAbsoluteError value on hold-out data: 0.001429649768397212
Epoch: 148
Loss on hold-out set: 1.3851634795750774e-06
MeanAbsoluteError value on hold-out data: 0.0007541494560427964
Epoch: 149
Loss on hold-out set: 1.4221905381908493e-06
MeanAbsoluteError value on hold-out data: 0.0007692300714552402
Epoch: 150
Loss on hold-out set: 1.8620742270496312e-06
MeanAbsoluteError value on hold-out data: 0.0009996350854635239
Epoch: 151
Loss on hold-out set: 2.7890133738905065e-06
MeanAbsoluteError value on hold-out data: 0.0012814856600016356
Epoch: 152
Loss on hold-out set: 1.410697529663069e-06
MeanAbsoluteError value on hold-out data: 0.0007927776896394789
Epoch: 153
Loss on hold-out set: 2.5194662892038022e-06
MeanAbsoluteError value on hold-out data: 0.0012668130220845342
Epoch: 154
Loss on hold-out set: 1.7608493600654094e-06
MeanAbsoluteError value on hold-out data: 0.0009072610992006958
Epoch: 155
Loss on hold-out set: 1.4821775292917805e-06
MeanAbsoluteError value on hold-out data: 0.0007455532322637737
Epoch: 156
Loss on hold-out set: 1.6977571922675102e-06
MeanAbsoluteError value on hold-out data: 0.000939531484618783
Epoch: 157
Loss on hold-out set: 1.382021974467744e-06
MeanAbsoluteError value on hold-out data: 0.0007626177975907922
Epoch: 158
Loss on hold-out set: 1.870544945876855e-06
MeanAbsoluteError value on hold-out data: 0.0009582347702234983
Epoch: 159
Loss on hold-out set: 1.3676901197903555e-06
MeanAbsoluteError value on hold-out data: 0.0007614838541485369
Epoch: 160
Loss on hold-out set: 1.548688696463894e-06
MeanAbsoluteError value on hold-out data: 0.0008566632168367505
Epoch: 161
Loss on hold-out set: 1.3017407809456927e-06
MeanAbsoluteError value on hold-out data: 0.0007391057442873716
Epoch: 162
Loss on hold-out set: 1.7887093646934843e-06
MeanAbsoluteError value on hold-out data: 0.0009205696987919509
Epoch: 163
Loss on hold-out set: 1.394922828869592e-06
MeanAbsoluteError value on hold-out data: 0.0007621964323334396
Epoch: 164
Loss on hold-out set: 1.3506886084804557e-06
MeanAbsoluteError value on hold-out data: 0.0007373717962764204
Epoch: 165
Loss on hold-out set: 1.412337962409975e-06
MeanAbsoluteError value on hold-out data: 0.0007806623470969498
Epoch: 166
Loss on hold-out set: 1.6355688851140608e-06
MeanAbsoluteError value on hold-out data: 0.0008522181888110936
Epoch: 167
Loss on hold-out set: 1.4750549461531102e-06
MeanAbsoluteError value on hold-out data: 0.0008018831722438335
Epoch: 168
Loss on hold-out set: 1.3171868956235883e-06
MeanAbsoluteError value on hold-out data: 0.0007447866955772042
Epoch: 169
Loss on hold-out set: 1.8898136667863023e-06
MeanAbsoluteError value on hold-out data: 0.0009782512206584215
Epoch: 170
Loss on hold-out set: 1.460076315031354e-06
MeanAbsoluteError value on hold-out data: 0.0007938164635561407
Epoch: 171
Loss on hold-out set: 1.3607701375279319e-06
MeanAbsoluteError value on hold-out data: 0.0007426682859659195
Epoch: 172
Loss on hold-out set: 1.5453912206672053e-06
MeanAbsoluteError value on hold-out data: 0.0008535387460142374
Epoch: 173
Loss on hold-out set: 1.3471658031851173e-06
MeanAbsoluteError value on hold-out data: 0.0007507054251618683
Epoch: 174
Loss on hold-out set: 1.2819103158807802e-06
MeanAbsoluteError value on hold-out data: 0.0007264456944540143
Epoch: 175
Loss on hold-out set: 1.30045327532221e-06
MeanAbsoluteError value on hold-out data: 0.0007285505998879671
Epoch: 176
Loss on hold-out set: 1.4881787316985888e-06
MeanAbsoluteError value on hold-out data: 0.0008163677994161844
Epoch: 177
Loss on hold-out set: 1.3692497589090635e-06
MeanAbsoluteError value on hold-out data: 0.0007433768478222191
Epoch: 178
Loss on hold-out set: 1.9980620016632692e-06
MeanAbsoluteError value on hold-out data: 0.000996347633190453
Epoch: 179
Loss on hold-out set: 1.2846936506058717e-06
MeanAbsoluteError value on hold-out data: 0.0007412976701743901
Epoch: 180
Loss on hold-out set: 1.347439205818983e-06
MeanAbsoluteError value on hold-out data: 0.00076011085184291
Epoch: 181
Loss on hold-out set: 1.3627922918693423e-06
MeanAbsoluteError value on hold-out data: 0.0007266412139870226
Epoch: 182
Loss on hold-out set: 1.409782448455679e-06
MeanAbsoluteError value on hold-out data: 0.0007827444351278245
Epoch: 183
Loss on hold-out set: 1.3661668254791528e-06
MeanAbsoluteError value on hold-out data: 0.0007773045217618346
Epoch: 184
Loss on hold-out set: 1.281412953456031e-06
MeanAbsoluteError value on hold-out data: 0.0007100289221853018
Epoch: 185
Loss on hold-out set: 1.4085060229263036e-06
MeanAbsoluteError value on hold-out data: 0.0007614697678945959
Epoch: 186
Loss on hold-out set: 1.5120567105406315e-06
MeanAbsoluteError value on hold-out data: 0.0008369942661374807
Epoch: 187
Loss on hold-out set: 1.3649999612670608e-06
MeanAbsoluteError value on hold-out data: 0.0007390766404569149
Epoch: 188
Loss on hold-out set: 1.7826102888508244e-06
MeanAbsoluteError value on hold-out data: 0.000899661099538207
Epoch: 189
Loss on hold-out set: 4.63386299998092e-06
MeanAbsoluteError value on hold-out data: 0.0019459144677966833
Epoch: 190
Loss on hold-out set: 2.189642128332008e-06
MeanAbsoluteError value on hold-out data: 0.0011000032536685467
Epoch: 191
Loss on hold-out set: 1.9083956710976336e-06
MeanAbsoluteError value on hold-out data: 0.0009915130212903023
Epoch: 192
Loss on hold-out set: 1.3977358741193223e-06
MeanAbsoluteError value on hold-out data: 0.0007607786101289093
Epoch: 193
Loss on hold-out set: 1.439922269897719e-06
MeanAbsoluteError value on hold-out data: 0.0007785308989696205
Epoch: 194
Loss on hold-out set: 1.6873638081995944e-06
MeanAbsoluteError value on hold-out data: 0.0008741449564695358
Epoch: 195
Loss on hold-out set: 4.093407614373763e-06
MeanAbsoluteError value on hold-out data: 0.001816007075831294
Epoch: 196
Loss on hold-out set: 1.4167644468880799e-06
MeanAbsoluteError value on hold-out data: 0.000778024725150317
Epoch: 197
Loss on hold-out set: 1.474272055955995e-06
MeanAbsoluteError value on hold-out data: 0.0007779233856126666
Epoch: 198
Loss on hold-out set: 1.296851835902019e-06
MeanAbsoluteError value on hold-out data: 0.0007354783010669053
Epoch: 199
Loss on hold-out set: 1.8096607054583449e-06
MeanAbsoluteError value on hold-out data: 0.0010034098522737622
Epoch: 200
Loss on hold-out set: 1.429466411633047e-06
MeanAbsoluteError value on hold-out data: 0.0007747075869701803
Epoch: 201
Loss on hold-out set: 1.2440756554846862e-06
MeanAbsoluteError value on hold-out data: 0.0006982367485761642
Epoch: 202
Loss on hold-out set: 1.7389007058892066e-06
MeanAbsoluteError value on hold-out data: 0.0009146281518042088
Epoch: 203
Loss on hold-out set: 1.394087774997388e-06
MeanAbsoluteError value on hold-out data: 0.0007967640995047987
Epoch: 204
Loss on hold-out set: 1.4977570204931767e-06
MeanAbsoluteError value on hold-out data: 0.0007884594961069524
Epoch: 205
Loss on hold-out set: 1.8268248425101774e-06
MeanAbsoluteError value on hold-out data: 0.0010184062412008643
Epoch: 206
Loss on hold-out set: 1.59778360251896e-06
MeanAbsoluteError value on hold-out data: 0.0009068455547094345
Epoch: 207
Loss on hold-out set: 1.36756689746912e-06
MeanAbsoluteError value on hold-out data: 0.0007233874639496207
Epoch: 208
Loss on hold-out set: 1.8137360637655756e-06
MeanAbsoluteError value on hold-out data: 0.0009593527647666633
Epoch: 209
Loss on hold-out set: 1.7940681861826026e-06
MeanAbsoluteError value on hold-out data: 0.001010071486234665
Epoch: 210
Loss on hold-out set: 1.558896096517296e-06
MeanAbsoluteError value on hold-out data: 0.0008571575745008886
Epoch: 211
Loss on hold-out set: 2.602959424481154e-06
MeanAbsoluteError value on hold-out data: 0.0013008898822590709
Epoch: 212
Loss on hold-out set: 1.3598127216377739e-06
MeanAbsoluteError value on hold-out data: 0.0007455067825503647
Epoch: 213
Loss on hold-out set: 1.3281021306983557e-06
MeanAbsoluteError value on hold-out data: 0.000748347258195281
Epoch: 214
Loss on hold-out set: 1.3484271192965025e-06
MeanAbsoluteError value on hold-out data: 0.000753032392822206
Epoch: 215
Loss on hold-out set: 1.6122405515244072e-06
MeanAbsoluteError value on hold-out data: 0.0008663611952215433
Epoch: 216
Loss on hold-out set: 1.3476221530831585e-06
MeanAbsoluteError value on hold-out data: 0.0007710663485340774
Epoch: 217
Loss on hold-out set: 1.4371750165327494e-06
MeanAbsoluteError value on hold-out data: 0.000797517946921289
Epoch: 218
Loss on hold-out set: 1.50240385629821e-06
MeanAbsoluteError value on hold-out data: 0.0008293181890621781
Epoch: 219
Loss on hold-out set: 1.3856762323554833e-06
MeanAbsoluteError value on hold-out data: 0.0007674999069422483
Epoch: 220
Loss on hold-out set: 1.8780050302561554e-06
MeanAbsoluteError value on hold-out data: 0.0007334054098464549
Epoch: 221
Loss on hold-out set: 1.7581484493908088e-06
MeanAbsoluteError value on hold-out data: 0.0008943442953750491
Epoch: 222
Loss on hold-out set: 1.4279100552217783e-06
MeanAbsoluteError value on hold-out data: 0.0008046840666793287
Epoch: 223
Loss on hold-out set: 1.7051289463464714e-06
MeanAbsoluteError value on hold-out data: 0.0008990835631266236
Epoch: 224
Loss on hold-out set: 3.195808141334475e-06
MeanAbsoluteError value on hold-out data: 0.0014542596181854606
Epoch: 225
Loss on hold-out set: 1.3166273661751732e-06
MeanAbsoluteError value on hold-out data: 0.0007166261784732342
Epoch: 226
Loss on hold-out set: 3.650320221682845e-06
MeanAbsoluteError value on hold-out data: 0.0016387414652854204
Epoch: 227
Loss on hold-out set: 1.3340144310912085e-06
MeanAbsoluteError value on hold-out data: 0.0007566874264739454
Epoch: 228
Loss on hold-out set: 1.3781616351374955e-06
MeanAbsoluteError value on hold-out data: 0.00077637261711061
Epoch: 229
Loss on hold-out set: 1.263770242915668e-06
MeanAbsoluteError value on hold-out data: 0.0007163461414165795
Epoch: 230
Loss on hold-out set: 1.3384896380312757e-06
MeanAbsoluteError value on hold-out data: 0.0007494076271541417
Epoch: 231
Loss on hold-out set: 2.231611741347723e-06
MeanAbsoluteError value on hold-out data: 0.0009036832489073277
Epoch: 232
Loss on hold-out set: 2.089402598288031e-06
MeanAbsoluteError value on hold-out data: 0.0010763355530798435
Epoch: 233
Loss on hold-out set: 1.3214037896712118e-06
MeanAbsoluteError value on hold-out data: 0.0007701409631408751
Epoch: 234
Loss on hold-out set: 1.4429145621236855e-06
MeanAbsoluteError value on hold-out data: 0.0007911217981018126
Epoch: 235
Loss on hold-out set: 1.5631809949704452e-06
MeanAbsoluteError value on hold-out data: 0.0008495976217091084
Epoch: 236
Loss on hold-out set: 1.2703691582443682e-06
MeanAbsoluteError value on hold-out data: 0.0007494161836802959
Epoch: 237
Loss on hold-out set: 1.2993677234345132e-06
MeanAbsoluteError value on hold-out data: 0.0007345987833105028
Epoch: 238
Loss on hold-out set: 1.4786942249801227e-06
MeanAbsoluteError value on hold-out data: 0.0008658873266540468
Epoch: 239
Loss on hold-out set: 1.476737074094322e-06
MeanAbsoluteError value on hold-out data: 0.0007929250714369118
Epoch: 240
Loss on hold-out set: 1.2741171804446612e-06
MeanAbsoluteError value on hold-out data: 0.0007480194326490164
Epoch: 241
Loss on hold-out set: 2.116571999102654e-06
MeanAbsoluteError value on hold-out data: 0.0011610116343945265
Epoch: 242
Loss on hold-out set: 1.5766762741210327e-06
MeanAbsoluteError value on hold-out data: 0.0008754164446145296
Epoch: 243
Loss on hold-out set: 1.6078689100140764e-06
MeanAbsoluteError value on hold-out data: 0.0008854881743900478
Epoch: 244
Loss on hold-out set: 1.2342027267537176e-06
MeanAbsoluteError value on hold-out data: 0.0007153815822675824
Epoch: 245
Loss on hold-out set: 1.692490697608334e-06
MeanAbsoluteError value on hold-out data: 0.0009422298753634095
Epoch: 246
Loss on hold-out set: 1.3726731614619544e-06
MeanAbsoluteError value on hold-out data: 0.0007695177919231355
Epoch: 247
Loss on hold-out set: 1.783673713344587e-06
MeanAbsoluteError value on hold-out data: 0.0010066610993817449
Epoch: 248
Loss on hold-out set: 1.7828478243805316e-06
MeanAbsoluteError value on hold-out data: 0.0009392988868057728
Epoch: 249
Loss on hold-out set: 1.3296379721011292e-06
MeanAbsoluteError value on hold-out data: 0.0007491635624319315
Epoch: 250
Loss on hold-out set: 1.4528423592379952e-06
MeanAbsoluteError value on hold-out data: 0.0008272071718238294
Epoch: 251
Loss on hold-out set: 1.8966540070463311e-06
MeanAbsoluteError value on hold-out data: 0.0010051014833152294
Epoch: 252
Loss on hold-out set: 1.2616561815111008e-06
MeanAbsoluteError value on hold-out data: 0.0007313239038921893
Epoch: 253
Loss on hold-out set: 1.8241928435495188e-06
MeanAbsoluteError value on hold-out data: 0.0009603591170161963
Epoch: 254
Loss on hold-out set: 4.038550951708413e-06
MeanAbsoluteError value on hold-out data: 0.0016470253467559814
Epoch: 255
Loss on hold-out set: 1.3009637248510094e-06
MeanAbsoluteError value on hold-out data: 0.0007142152753658593
Epoch: 256
Loss on hold-out set: 2.3637318957543566e-06
MeanAbsoluteError value on hold-out data: 0.0008571828948333859
Epoch: 257
Loss on hold-out set: 1.3098712394401866e-06
MeanAbsoluteError value on hold-out data: 0.0007190101314336061
Epoch: 258
Loss on hold-out set: 2.2559478426186474e-06
MeanAbsoluteError value on hold-out data: 0.001096378080546856
Epoch: 259
Loss on hold-out set: 1.8381084644785844e-06
MeanAbsoluteError value on hold-out data: 0.0009581877384334803
Epoch: 260
Loss on hold-out set: 2.0925929788973008e-06
MeanAbsoluteError value on hold-out data: 0.0010728901252150536
Epoch: 261
Loss on hold-out set: 1.3286795483334292e-06
MeanAbsoluteError value on hold-out data: 0.0007258105906657875
Epoch: 262
Loss on hold-out set: 1.671187561669285e-06
MeanAbsoluteError value on hold-out data: 0.0009100157767534256
Epoch: 263
Loss on hold-out set: 2.0158216904939345e-06
MeanAbsoluteError value on hold-out data: 0.0008753720903769135
Epoch: 264
Loss on hold-out set: 2.6816040260130717e-06
MeanAbsoluteError value on hold-out data: 0.0012551227118819952
Epoch: 265
Loss on hold-out set: 1.5611915316071645e-06
MeanAbsoluteError value on hold-out data: 0.000875389261636883
Epoch: 266
Loss on hold-out set: 1.5659566481819918e-06
MeanAbsoluteError value on hold-out data: 0.0008643505861982703
Epoch: 267
Loss on hold-out set: 1.3796970895677637e-06
MeanAbsoluteError value on hold-out data: 0.0007600100943818688
Epoch: 268
Loss on hold-out set: 1.3696473436434294e-06
MeanAbsoluteError value on hold-out data: 0.0007756719714961946
Epoch: 269
Loss on hold-out set: 1.5878759886443452e-06
MeanAbsoluteError value on hold-out data: 0.0008643830078653991
Epoch: 270
Loss on hold-out set: 1.957398511037284e-06
MeanAbsoluteError value on hold-out data: 0.0008536534151062369
Epoch: 271
Loss on hold-out set: 1.4171544146043184e-06
MeanAbsoluteError value on hold-out data: 0.0007853995193727314
Epoch: 272
Loss on hold-out set: 3.543550799524662e-06
MeanAbsoluteError value on hold-out data: 0.00152517796959728
Epoch: 273
Loss on hold-out set: 1.4333386705909736e-06
MeanAbsoluteError value on hold-out data: 0.0008007178548723459
Epoch: 274
Loss on hold-out set: 1.6595501888944525e-06
MeanAbsoluteError value on hold-out data: 0.0009595491574145854
Epoch: 275
Loss on hold-out set: 1.6805937154738506e-06
MeanAbsoluteError value on hold-out data: 0.000888679176568985
Epoch: 276
Loss on hold-out set: 1.6657512757179716e-06
MeanAbsoluteError value on hold-out data: 0.0009693830506876111
Epoch: 277
Loss on hold-out set: 1.8020230444248086e-06
MeanAbsoluteError value on hold-out data: 0.0009395717643201351
Epoch: 278
Loss on hold-out set: 1.408532769941163e-06
MeanAbsoluteError value on hold-out data: 0.0008131496142596006
Epoch: 279
Loss on hold-out set: 1.3550261821994634e-06
MeanAbsoluteError value on hold-out data: 0.0007750562508590519
Epoch: 280
Loss on hold-out set: 1.377723354887796e-06
MeanAbsoluteError value on hold-out data: 0.0007976151537150145
Epoch: 281
Loss on hold-out set: 1.2902557539991203e-06
MeanAbsoluteError value on hold-out data: 0.0007332699606195092
Epoch: 282
Loss on hold-out set: 1.330699903362004e-06
MeanAbsoluteError value on hold-out data: 0.0007752547389827669
Epoch: 283
Loss on hold-out set: 1.264352245191101e-06
MeanAbsoluteError value on hold-out data: 0.0007277018739841878
Epoch: 284
Loss on hold-out set: 1.789278778337925e-06
MeanAbsoluteError value on hold-out data: 0.0009232187294401228
Epoch: 285
Loss on hold-out set: 1.336676372322752e-06
MeanAbsoluteError value on hold-out data: 0.0007557911449111998
Epoch: 286
Loss on hold-out set: 2.5753655563676148e-06
MeanAbsoluteError value on hold-out data: 0.0012547867372632027
Epoch: 287
Loss on hold-out set: 1.323453206990822e-06
MeanAbsoluteError value on hold-out data: 0.0007637584931217134
Epoch: 288
Loss on hold-out set: 1.4612133353554013e-06
MeanAbsoluteError value on hold-out data: 0.0008263073395937681
Epoch: 289
Loss on hold-out set: 1.6340735741620777e-06
MeanAbsoluteError value on hold-out data: 0.0009167335228994489
Epoch: 290
Loss on hold-out set: 1.277489043506928e-06
MeanAbsoluteError value on hold-out data: 0.0007301467121578753
Epoch: 291
Loss on hold-out set: 1.424530628705375e-06
MeanAbsoluteError value on hold-out data: 0.0007996061467565596
Epoch: 292
Loss on hold-out set: 1.869199938762624e-06
MeanAbsoluteError value on hold-out data: 0.0010212860070168972
Epoch: 293
Loss on hold-out set: 1.3637100616611301e-06
MeanAbsoluteError value on hold-out data: 0.0008020360255613923
Epoch: 294
Loss on hold-out set: 1.2849167009020534e-06
MeanAbsoluteError value on hold-out data: 0.0007163060363382101
Epoch: 295
Loss on hold-out set: 1.466103353865177e-06
MeanAbsoluteError value on hold-out data: 0.0008331955759786069
Epoch: 296
Loss on hold-out set: 1.2512966214636924e-06
MeanAbsoluteError value on hold-out data: 0.0007174622151069343
Epoch: 297
Loss on hold-out set: 1.2898853087178325e-06
MeanAbsoluteError value on hold-out data: 0.0007086189580149949
Epoch: 298
Loss on hold-out set: 2.754235651991621e-06
MeanAbsoluteError value on hold-out data: 0.001314335037022829
Epoch: 299
Loss on hold-out set: 1.4208902285872682e-06
MeanAbsoluteError value on hold-out data: 0.0007702938746660948
Epoch: 300
Loss on hold-out set: 2.6674227998368083e-06
MeanAbsoluteError value on hold-out data: 0.0013412890257313848
Epoch: 301
Loss on hold-out set: 1.3145093301038567e-06
MeanAbsoluteError value on hold-out data: 0.0007574654300697148
Epoch: 302
Loss on hold-out set: 4.024170196386806e-06
MeanAbsoluteError value on hold-out data: 0.0016919979825615883
Epoch: 303
Loss on hold-out set: 1.9019456614772096e-06
MeanAbsoluteError value on hold-out data: 0.0010544820688664913
Epoch: 304
Loss on hold-out set: 1.2665455485078453e-06
MeanAbsoluteError value on hold-out data: 0.000719059316907078
Epoch: 305
Loss on hold-out set: 2.778564180516696e-06
MeanAbsoluteError value on hold-out data: 0.0013194441562518477
Epoch: 306
Loss on hold-out set: 2.480055347684986e-06
MeanAbsoluteError value on hold-out data: 0.0012828910257667303
Epoch: 307
Loss on hold-out set: 1.4715487194595112e-06
MeanAbsoluteError value on hold-out data: 0.0008135217940434813
Epoch: 308
Loss on hold-out set: 1.5245416044798242e-06
MeanAbsoluteError value on hold-out data: 0.0008194441325031221
Epoch: 309
Loss on hold-out set: 1.3159323220161941e-06
MeanAbsoluteError value on hold-out data: 0.0007577331271022558
Epoch: 310
Loss on hold-out set: 1.305211854357297e-06
MeanAbsoluteError value on hold-out data: 0.0007359252194873989
Epoch: 311
Loss on hold-out set: 1.5033193020686808e-06
MeanAbsoluteError value on hold-out data: 0.0008393384632654488
Epoch: 312
Loss on hold-out set: 2.3056161790708966e-06
MeanAbsoluteError value on hold-out data: 0.0012245378457009792
Epoch: 313
Loss on hold-out set: 2.410417843853233e-06
MeanAbsoluteError value on hold-out data: 0.0012499007862061262
Epoch: 314
Loss on hold-out set: 1.295010314641751e-06
MeanAbsoluteError value on hold-out data: 0.0007234782679006457
Epoch: 315
Loss on hold-out set: 1.8731274189156886e-06
MeanAbsoluteError value on hold-out data: 0.0010584165574982762
Epoch: 316
Loss on hold-out set: 1.3589398166074645e-06
MeanAbsoluteError value on hold-out data: 0.0007867161184549332
Epoch: 317
Loss on hold-out set: 2.0330862053714764e-06
MeanAbsoluteError value on hold-out data: 0.0010563150281086564
Epoch: 318
Loss on hold-out set: 1.2716086803703338e-06
MeanAbsoluteError value on hold-out data: 0.0007189328316599131
Epoch: 319
Loss on hold-out set: 1.4911059688179544e-06
MeanAbsoluteError value on hold-out data: 0.0008070450276136398
Epoch: 320
Loss on hold-out set: 3.691807880666322e-06
MeanAbsoluteError value on hold-out data: 0.001713727368041873
Epoch: 321
Loss on hold-out set: 1.4163133834279927e-06
MeanAbsoluteError value on hold-out data: 0.000771630322560668
Epoch: 322
Loss on hold-out set: 1.3402817601742684e-06
MeanAbsoluteError value on hold-out data: 0.0007696568500250578
Epoch: 323
Loss on hold-out set: 1.277847217168598e-06
MeanAbsoluteError value on hold-out data: 0.0007220875704661012
Epoch: 324
Loss on hold-out set: 1.2852795739840635e-06
MeanAbsoluteError value on hold-out data: 0.0007399371825158596
Epoch: 325
Loss on hold-out set: 1.3246931379521461e-06
MeanAbsoluteError value on hold-out data: 0.0007550208829343319
Epoch: 326
Loss on hold-out set: 1.8571147349505807e-06
MeanAbsoluteError value on hold-out data: 0.0010197401279583573
Epoch: 327
Loss on hold-out set: 1.7137775850747298e-06
MeanAbsoluteError value on hold-out data: 0.0009197922772727907
Epoch: 328
Loss on hold-out set: 1.5392623818290583e-06
MeanAbsoluteError value on hold-out data: 0.0008133024675771594
Epoch: 329
Loss on hold-out set: 1.4010200573011389e-06
MeanAbsoluteError value on hold-out data: 0.0008369769784621894
Epoch: 330
Loss on hold-out set: 1.839755474118367e-06
MeanAbsoluteError value on hold-out data: 0.0009269134607166052
Epoch: 331
Loss on hold-out set: 1.2702786547764006e-06
MeanAbsoluteError value on hold-out data: 0.0007230243063531816
Epoch: 332
Loss on hold-out set: 1.3157474125609251e-06
MeanAbsoluteError value on hold-out data: 0.0007409628597088158
Epoch: 333
Loss on hold-out set: 1.3321505080581958e-06
MeanAbsoluteError value on hold-out data: 0.0007410263060592115
Epoch: 334
Loss on hold-out set: 1.5491537423118784e-06
MeanAbsoluteError value on hold-out data: 0.0008434365154244006
Epoch: 335
Loss on hold-out set: 1.3717612880817307e-06
MeanAbsoluteError value on hold-out data: 0.0007619691896252334
Epoch: 336
Loss on hold-out set: 1.45933593278012e-06
MeanAbsoluteError value on hold-out data: 0.0008071860065683722
Epoch: 337
Loss on hold-out set: 1.3257363010465128e-06
MeanAbsoluteError value on hold-out data: 0.0007412151317112148
Epoch: 338
Loss on hold-out set: 1.3132287965443259e-06
MeanAbsoluteError value on hold-out data: 0.0007478932966478169
Epoch: 339
Loss on hold-out set: 1.3461864763432739e-06
MeanAbsoluteError value on hold-out data: 0.0007596056093461812
Epoch: 340
Loss on hold-out set: 1.3108149448616866e-06
MeanAbsoluteError value on hold-out data: 0.0007414772408083081
Epoch: 341
Loss on hold-out set: 1.9095056219297335e-06
MeanAbsoluteError value on hold-out data: 0.0010767228668555617
Epoch: 342
Loss on hold-out set: 1.3119449835567839e-06
MeanAbsoluteError value on hold-out data: 0.0007488392875529826
Epoch: 343
Loss on hold-out set: 1.4476604650763666e-06
MeanAbsoluteError value on hold-out data: 0.0008412019233219326
Epoch: 344
Loss on hold-out set: 1.3540226422474707e-06
MeanAbsoluteError value on hold-out data: 0.0007519871578551829
Epoch: 345
Loss on hold-out set: 1.9308279665717864e-06
MeanAbsoluteError value on hold-out data: 0.0007865881198085845
Epoch: 346
Loss on hold-out set: 1.2812886106635583e-06
MeanAbsoluteError value on hold-out data: 0.0007315937546081841
Epoch: 347
Loss on hold-out set: 1.2768673503142754e-06
MeanAbsoluteError value on hold-out data: 0.0007465414237231016
Epoch: 348
Loss on hold-out set: 1.6054401087855624e-06
MeanAbsoluteError value on hold-out data: 0.000849724980071187
Epoch: 349
Loss on hold-out set: 1.2979642484914132e-06
MeanAbsoluteError value on hold-out data: 0.0007290009525604546
Epoch: 350
Loss on hold-out set: 2.1782810440876906e-06
MeanAbsoluteError value on hold-out data: 0.0010959733044728637
Epoch: 351
Loss on hold-out set: 1.5977840911537337e-06
MeanAbsoluteError value on hold-out data: 0.0009219542262144387
Epoch: 352
Loss on hold-out set: 1.4720326274842732e-06
MeanAbsoluteError value on hold-out data: 0.0008178658317774534
Epoch: 353
Loss on hold-out set: 1.3240134185602633e-06
MeanAbsoluteError value on hold-out data: 0.0007539322250522673
Epoch: 354
Loss on hold-out set: 1.446193349553281e-06
MeanAbsoluteError value on hold-out data: 0.0008198868599720299
Epoch: 355
Loss on hold-out set: 1.268882420263778e-06
MeanAbsoluteError value on hold-out data: 0.0007195202051661909
Epoch: 356
Loss on hold-out set: 2.21397619034528e-06
MeanAbsoluteError value on hold-out data: 0.0010999764781445265
Epoch: 357
Loss on hold-out set: 1.3375583351332282e-06
MeanAbsoluteError value on hold-out data: 0.0007278418052010238
Epoch: 358
Loss on hold-out set: 2.1450687243556717e-06
MeanAbsoluteError value on hold-out data: 0.0010952540906146169
Epoch: 359
Loss on hold-out set: 1.5630207861669567e-06
MeanAbsoluteError value on hold-out data: 0.0008569493074901402
Epoch: 360
Loss on hold-out set: 1.352927700264235e-06
MeanAbsoluteError value on hold-out data: 0.0007582337129861116
Epoch: 361
Loss on hold-out set: 1.3720722347006113e-06
MeanAbsoluteError value on hold-out data: 0.0007834724383428693
Epoch: 362
Loss on hold-out set: 1.2843014561580135e-06
MeanAbsoluteError value on hold-out data: 0.000749418803025037
Epoch: 363
Loss on hold-out set: 1.3517886106211126e-06
MeanAbsoluteError value on hold-out data: 0.0007599646341986954
Epoch: 364
Loss on hold-out set: 1.5209855151764573e-06
MeanAbsoluteError value on hold-out data: 0.0008202218450605869
Epoch: 365
Loss on hold-out set: 1.2453668428126828e-06
MeanAbsoluteError value on hold-out data: 0.0007188091403804719
Epoch: 366
Loss on hold-out set: 1.4329983271794006e-06
MeanAbsoluteError value on hold-out data: 0.0007530542206950486
Epoch: 367
Loss on hold-out set: 2.441450992416951e-06
MeanAbsoluteError value on hold-out data: 0.0011835235636681318
Epoch: 368
Loss on hold-out set: 2.3390552603184633e-06
MeanAbsoluteError value on hold-out data: 0.0011482873233035207
Epoch: 369
Loss on hold-out set: 1.3749795842753742e-06
MeanAbsoluteError value on hold-out data: 0.00079084507888183
Epoch: 370
Loss on hold-out set: 1.301827026076388e-06
MeanAbsoluteError value on hold-out data: 0.0007346094353124499
Epoch: 371
Loss on hold-out set: 1.5872014955675695e-06
MeanAbsoluteError value on hold-out data: 0.0008485324215143919
Epoch: 372
Loss on hold-out set: 1.5625214670168275e-06
MeanAbsoluteError value on hold-out data: 0.0008964302251115441
Early stopping at epoch 371
= type(fun_control["metric_torch"]).__name__
metric_name print(f"loss: {df_eval}, Cross-validated {metric_name}: {df_metrics}")
loss: 1.4731340280823484e-06, Cross-validated MeanAbsoluteError: 0.0009404413285665214
= "./figures/" + experiment_name
filename =filename) spot_tuner.plot_important_hyperparameter_contour(filename
batch_size: 100.0
epochs: 2.8633404177743933
sgd_momentum: 0.5459978461798256
spot_tuner.parallel_plot()
Parallel coordinates plots
This tutorial presents the hyperparameter tuning open source software spotPython
for PyTorch
. Some of the advantages of spotPython
are:
tensorboard
.Currently, only rudimentary parallel and distributed neural network training is possible, but these capabilities will be extended in the future. The next version of spotPython
will also include a more detailed documentation and more examples.
Important: This tutorial does not present a complete benchmarking study (Bartz-Beielstein et al. 2020). The results are only preliminary and highly dependent on the local configuration (hard- and software). Our goal is to provide a first impression of the performance of the hyperparameter tuning package spotPython
. The results should be interpreted with care.