Getting Started
API Reference
ClassificationReporter
ClassificationReporter.__init__()
ClassificationReporter.calculate_metrics()
ClassificationReporter.save()
ClassificationReporter.get_summary()
ClassificationReporter.save_summary()
ClassificationReporter.save_feature_importance()
ClassificationReporter.save_feature_importance_summary()
Classifier
Classifier.__init__()
Classifier.list
EarlyStopping
EarlyStopping.__init__()
EarlyStopping.is_best()
EarlyStopping.save()
LearningCurveLogger
LearningCurveLogger.__init__()
LearningCurveLogger.dfs
LearningCurveLogger.to_metrics_df()
LearningCurveLogger.plot_learning_curves()
LearningCurveLogger.get_x_of_i_epoch()
LearningCurveLogger.print()
MultiTaskLoss
MultiTaskLoss.__init__()
MultiTaskLoss.forward()
get_optimizer()
set_optimizer()
define()
SingleTaskClassificationReporter
CrossValidationExperiment
CVExperiment
quick_experiment()
TimeSeriesStratifiedSplit
TimeSeriesBlockingSplit
TimeSeriesSlidingWindowSplit
TimeSeriesCalendarSplit
TimeSeriesStrategy
TimeSeriesMetadata
main()
pca()
umap()
extract_feature_importance()
select_features_univariate()
analyze_feature_consistency()
aggregate_feature_importances()
create_feature_importance_dataframe()
elastic()
l1()
l2()
calc_bacc()
calc_mcc()
calc_conf_mat()
calc_clf_report()
calc_roc_auc()
calc_pre_rec_auc()
calc_bacc_from_conf_mat()
calc_seizure_window_prediction_metrics()
calc_seizure_event_prediction_metrics()
calc_seizure_prediction_metrics()
calc_silhouette_score_slow()
calc_silhouette_samples_slow()
calc_silhouette_score_block()
calc_silhouette_samples_block()
calc_feature_importance()
calc_permutation_importance()
get()
set()
stx_conf_mat()
conf_mat()
plot_learning_curve()
learning_curve()
optuna_study()
plot_optuna_study()
plot_roc_curve()
plot_pre_rec_curve()
plot_feature_importance()
plot_feature_importance_cv_summary()
plot_tra()
process_i_global()
scatter_tes()
scatter_val()
select_ticks()
set_yaxis_for_acc()
vline_at_epochs()
calc_bACC_from_conf_mat()
rocket_pipeline()
to_sktime_df()
DefaultDataset
LabelEncoder
check_params()
format_samples_for_sktime()
merge_labels()
sliding_window_data_augmentation()
under_sample()
verify_n_gpus()
SingleTaskClassificationReporter.__init__()
SingleTaskClassificationReporter.set_session_config()
SingleTaskClassificationReporter.save_summary()
CrossValidationExperiment.__init__()
CrossValidationExperiment.set_hyperparameters()
CrossValidationExperiment.describe_dataset()
CrossValidationExperiment.run()
CrossValidationExperiment.get_summary()
CrossValidationExperiment.get_validation_report()
TimeSeriesStratifiedSplit.__init__()
TimeSeriesStratifiedSplit.split()
TimeSeriesStratifiedSplit.split_with_val()
TimeSeriesStratifiedSplit.get_n_splits()
TimeSeriesStratifiedSplit.plot_splits()
TimeSeriesStratifiedSplit.set_split_request()
TimeSeriesBlockingSplit.__init__()
TimeSeriesBlockingSplit.split()
TimeSeriesBlockingSplit.split_with_val()
TimeSeriesBlockingSplit.get_n_splits()
TimeSeriesBlockingSplit.plot_splits()
TimeSeriesBlockingSplit.set_split_request()
TimeSeriesSlidingWindowSplit.__init__()
TimeSeriesSlidingWindowSplit.set_split_request()
TimeSeriesCalendarSplit.__init__()
TimeSeriesCalendarSplit.split()
TimeSeriesCalendarSplit.split_with_val()
TimeSeriesCalendarSplit.get_n_splits()
TimeSeriesCalendarSplit.plot_splits()
TimeSeriesCalendarSplit.set_split_request()
TimeSeriesStrategy.STRATIFIED
TimeSeriesStrategy.BLOCKING
TimeSeriesStrategy.SLIDING
TimeSeriesStrategy.EXPANDING
TimeSeriesStrategy.FIXED
TimeSeriesStrategy.from_string()
TimeSeriesStrategy.get_description()
TimeSeriesMetadata.n_samples
TimeSeriesMetadata.n_features
TimeSeriesMetadata.n_classes
TimeSeriesMetadata.has_groups
TimeSeriesMetadata.group_sizes
TimeSeriesMetadata.time_range
TimeSeriesMetadata.sampling_rate
TimeSeriesMetadata.has_gaps
TimeSeriesMetadata.max_gap_size
TimeSeriesMetadata.is_balanced
TimeSeriesMetadata.class_distribution
TimeSeriesMetadata.get_summary()
TimeSeriesMetadata.suggest_strategy()
TimeSeriesMetadata.__init__()
normalize_timestamp()
THIS_FILE
VitFeatureExtractor
undersample()
DefaultDataset.__init__()
LabelEncoder.classes_
LabelEncoder.__init__()
LabelEncoder.fit()
LabelEncoder.transform()
LabelEncoder.inverse_transform()
yield_grids()
count_grids()
Sklearn wrappers and utilities.
Modules
clf
to_sktime