LICENSE
MANIFEST.in
README.md
pyproject.toml
setup.py
./mastermlx/__init__.py
./mastermlx/config.py
./mastermlx/py.typed
./mastermlx/version.py
./mastermlx/accel/__init__.py
./mastermlx/accel/backends.py
./mastermlx/accel/cnn_ops.py
./mastermlx/accel/kdtree.py
./mastermlx/anomaly/__init__.py
./mastermlx/anomaly/elliptic_envelope.py
./mastermlx/anomaly/hbos.py
./mastermlx/anomaly/isolation_forest.py
./mastermlx/anomaly/isolation_tree.py
./mastermlx/anomaly/lof.py
./mastermlx/bandits/__init__.py
./mastermlx/bandits/epsilon_greedy.py
./mastermlx/bandits/exp3.py
./mastermlx/bandits/linear_thompson.py
./mastermlx/bandits/linucb.py
./mastermlx/bandits/softmax.py
./mastermlx/bandits/thompson.py
./mastermlx/bandits/ucb.py
./mastermlx/base/__init__.py
./mastermlx/base/estimator.py
./mastermlx/base/layer.py
./mastermlx/base/transformer.py
./mastermlx/clustering/__init__.py
./mastermlx/clustering/affinity_propagation.py
./mastermlx/clustering/agglomerative.py
./mastermlx/clustering/dbscan.py
./mastermlx/clustering/gmm.py
./mastermlx/clustering/kmeans.py
./mastermlx/clustering/meanshift.py
./mastermlx/clustering/minibatch.py
./mastermlx/clustering/spectral.py
./mastermlx/data/__init__.py
./mastermlx/data/cv.py
./mastermlx/data/model_selection.py
./mastermlx/data/search.py
./mastermlx/data/split.py
./mastermlx/decomposition/__init__.py
./mastermlx/decomposition/cca.py
./mastermlx/decomposition/factor_analysis.py
./mastermlx/decomposition/ica.py
./mastermlx/decomposition/kernel_pca.py
./mastermlx/decomposition/nca.py
./mastermlx/decomposition/nmf.py
./mastermlx/decomposition/pca.py
./mastermlx/decomposition/truncated_svd.py
./mastermlx/ensemble/__init__.py
./mastermlx/ensemble/_base.py
./mastermlx/ensemble/bagging.py
./mastermlx/ensemble/calibrate.py
./mastermlx/ensemble/extra_trees.py
./mastermlx/ensemble/hist_gb.py
./mastermlx/ensemble/multioutput.py
./mastermlx/ensemble/stacking.py
./mastermlx/ensemble/voting.py
./mastermlx/linear_models/__init__.py
./mastermlx/linear_models/huber.py
./mastermlx/linear_models/linear_regression.py
./mastermlx/linear_models/logistic_regression.py
./mastermlx/linear_models/perceptron.py
./mastermlx/linear_models/quantile.py
./mastermlx/linear_models/ransac.py
./mastermlx/linear_models/regularized.py
./mastermlx/linear_models/sgd.py
./mastermlx/manifold/__init__.py
./mastermlx/manifold/_core.py
./mastermlx/manifold/isomap.py
./mastermlx/manifold/lle.py
./mastermlx/manifold/mds.py
./mastermlx/manifold/spectral.py
./mastermlx/manifold/tsne.py
./mastermlx/math_tools/__init__.py
./mastermlx/math_tools/attention.py
./mastermlx/math_tools/calibration.py
./mastermlx/math_tools/clustering.py
./mastermlx/math_tools/datasets.py
./mastermlx/math_tools/distance.py
./mastermlx/math_tools/distributions.py
./mastermlx/math_tools/information.py
./mastermlx/math_tools/kernels.py
./mastermlx/math_tools/lr_find.py
./mastermlx/math_tools/metrics.py
./mastermlx/math_tools/mixup.py
./mastermlx/math_tools/noise.py
./mastermlx/math_tools/outliers.py
./mastermlx/math_tools/similarity.py
./mastermlx/math_tools/smote.py
./mastermlx/math_tools/stats.py
./mastermlx/math_tools/time_series.py
./mastermlx/neighbors/__init__.py
./mastermlx/neighbors/_base.py
./mastermlx/neighbors/centroid.py
./mastermlx/neighbors/knn_classifier.py
./mastermlx/neighbors/knn_regressor.py
./mastermlx/neighbors/radius_classifier.py
./mastermlx/neighbors/radius_regressor.py
./mastermlx/neural_net/__init__.py
./mastermlx/neural_net/_training.py
./mastermlx/neural_net/config.py
./mastermlx/neural_net/losses.py
./mastermlx/neural_net/mlp.py
./mastermlx/neural_net/optimizers.py
./mastermlx/neural_net/schedulers.py
./mastermlx/neural_net/sequential.py
./mastermlx/neural_net/layers/__init__.py
./mastermlx/neural_net/layers/activations.py
./mastermlx/neural_net/layers/attention.py
./mastermlx/neural_net/layers/batch_norm.py
./mastermlx/neural_net/layers/conv.py
./mastermlx/neural_net/layers/conv1d.py
./mastermlx/neural_net/layers/dense.py
./mastermlx/neural_net/layers/dropout.py
./mastermlx/neural_net/layers/embedding.py
./mastermlx/neural_net/layers/norm.py
./mastermlx/neural_net/layers/pooling.py
./mastermlx/neural_net/layers/rnn.py
./mastermlx/nlp/__init__.py
./mastermlx/nlp/lda.py
./mastermlx/nlp/lm.py
./mastermlx/nlp/tok.py
./mastermlx/nlp/vec.py
./mastermlx/nlp/vocab.py
./mastermlx/preprocessing/__init__.py
./mastermlx/preprocessing/binarize.py
./mastermlx/preprocessing/column.py
./mastermlx/preprocessing/discretize.py
./mastermlx/preprocessing/encoders.py
./mastermlx/preprocessing/imputers.py
./mastermlx/preprocessing/knni.py
./mastermlx/preprocessing/normalize.py
./mastermlx/preprocessing/pipeline.py
./mastermlx/preprocessing/polynomial.py
./mastermlx/preprocessing/power.py
./mastermlx/preprocessing/quantile.py
./mastermlx/preprocessing/scalers.py
./mastermlx/preprocessing/target.py
./mastermlx/probabilistic/__init__.py
./mastermlx/probabilistic/bayesian_regression.py
./mastermlx/probabilistic/discriminant_analysis.py
./mastermlx/probabilistic/distributions.py
./mastermlx/probabilistic/exponential_family.py
./mastermlx/probabilistic/gaussian_process.py
./mastermlx/probabilistic/hmm.py
./mastermlx/probabilistic/kde.py
./mastermlx/probabilistic/naive_bayes.py
./mastermlx/rl/__init__.py
./mastermlx/rl/double_q.py
./mastermlx/rl/dqn.py
./mastermlx/rl/envs.py
./mastermlx/rl/q_learning.py
./mastermlx/rl/reinforce.py
./mastermlx/rl/runner.py
./mastermlx/rl/sarsa.py
./mastermlx/selection/__init__.py
./mastermlx/selection/from_model.py
./mastermlx/selection/kbest.py
./mastermlx/selection/rfe.py
./mastermlx/selection/sfs.py
./mastermlx/selection/variance.py
./mastermlx/semi_supervised/__init__.py
./mastermlx/semi_supervised/_core.py
./mastermlx/semi_supervised/label.py
./mastermlx/signal/__init__.py
./mastermlx/signal/core.py
./mastermlx/signal/features.py
./mastermlx/signal/filters.py
./mastermlx/svm/__init__.py
./mastermlx/svm/_kernels.py
./mastermlx/svm/kernel_svr.py
./mastermlx/svm/nusvc.py
./mastermlx/svm/one_class.py
./mastermlx/svm/svc.py
./mastermlx/svm/svr.py
./mastermlx/trees/__init__.py
./mastermlx/trees/adaboost.py
./mastermlx/trees/adaboost_regressor.py
./mastermlx/trees/decision_tree.py
./mastermlx/trees/gradient_boosting.py
./mastermlx/trees/gradient_boosting_classifier.py
./mastermlx/trees/random_forest.py
./mastermlx/utils/__init__.py
./mastermlx/utils/array.py
./mastermlx/utils/distance.py
./mastermlx/utils/estimator.py
./mastermlx/utils/grad.py
./mastermlx/utils/kernels.py
./mastermlx/utils/math.py
./mastermlx/utils/metrics.py
./mastermlx/utils/random.py
./mastermlx/utils/types.py
./mastermlx/utils/validation.py
./mastermlx/variational/__init__.py
./mastermlx/variational/base.py
./mastermlx/variational/gaussian_mixture.py
./mastermlx/variational/linear_regression.py
./mastermlx/variational/logistic_regression.py
./mastermlx/variational/poisson_regression.py
./mastermlx/variational/utils.py
./mastermlx/viz/__init__.py
./mastermlx/viz/plots.py
examples/classification/compare_models.py
examples/clustering/kmeans_demo.py
examples/neural_networks/mlp_spirals.py
examples/nlp/text_classify.py
examples/tools/math_tools_demo.py
mastermlx/__init__.py
mastermlx/config.py
mastermlx/py.typed
mastermlx/version.py
mastermlx.egg-info/PKG-INFO
mastermlx.egg-info/SOURCES.txt
mastermlx.egg-info/dependency_links.txt
mastermlx.egg-info/requires.txt
mastermlx.egg-info/top_level.txt
mastermlx/accel/__init__.py
mastermlx/accel/_cnn_ops.c
mastermlx/accel/_cnn_ops.pyx
mastermlx/accel/_distance_cpp.cpp
mastermlx/accel/_distance_ops.c
mastermlx/accel/_distance_ops.pyx
mastermlx/accel/_dtw.cpp
mastermlx/accel/_kdtree.cpp
mastermlx/accel/_tree_ops.c
mastermlx/accel/_tree_ops.pyx
mastermlx/accel/backends.py
mastermlx/accel/cnn_ops.py
mastermlx/accel/kdtree.py
mastermlx/anomaly/__init__.py
mastermlx/anomaly/elliptic_envelope.py
mastermlx/anomaly/hbos.py
mastermlx/anomaly/isolation_forest.py
mastermlx/anomaly/isolation_tree.py
mastermlx/anomaly/lof.py
mastermlx/bandits/__init__.py
mastermlx/bandits/epsilon_greedy.py
mastermlx/bandits/exp3.py
mastermlx/bandits/linear_thompson.py
mastermlx/bandits/linucb.py
mastermlx/bandits/softmax.py
mastermlx/bandits/thompson.py
mastermlx/bandits/ucb.py
mastermlx/base/__init__.py
mastermlx/base/estimator.py
mastermlx/base/layer.py
mastermlx/base/transformer.py
mastermlx/clustering/__init__.py
mastermlx/clustering/affinity_propagation.py
mastermlx/clustering/agglomerative.py
mastermlx/clustering/dbscan.py
mastermlx/clustering/gmm.py
mastermlx/clustering/kmeans.py
mastermlx/clustering/meanshift.py
mastermlx/clustering/minibatch.py
mastermlx/clustering/spectral.py
mastermlx/data/__init__.py
mastermlx/data/cv.py
mastermlx/data/model_selection.py
mastermlx/data/search.py
mastermlx/data/split.py
mastermlx/decomposition/__init__.py
mastermlx/decomposition/cca.py
mastermlx/decomposition/factor_analysis.py
mastermlx/decomposition/ica.py
mastermlx/decomposition/kernel_pca.py
mastermlx/decomposition/nca.py
mastermlx/decomposition/nmf.py
mastermlx/decomposition/pca.py
mastermlx/decomposition/truncated_svd.py
mastermlx/ensemble/__init__.py
mastermlx/ensemble/_base.py
mastermlx/ensemble/bagging.py
mastermlx/ensemble/calibrate.py
mastermlx/ensemble/extra_trees.py
mastermlx/ensemble/hist_gb.py
mastermlx/ensemble/multioutput.py
mastermlx/ensemble/stacking.py
mastermlx/ensemble/voting.py
mastermlx/linear_models/__init__.py
mastermlx/linear_models/huber.py
mastermlx/linear_models/linear_regression.py
mastermlx/linear_models/logistic_regression.py
mastermlx/linear_models/perceptron.py
mastermlx/linear_models/quantile.py
mastermlx/linear_models/ransac.py
mastermlx/linear_models/regularized.py
mastermlx/linear_models/sgd.py
mastermlx/manifold/__init__.py
mastermlx/manifold/_core.py
mastermlx/manifold/isomap.py
mastermlx/manifold/lle.py
mastermlx/manifold/mds.py
mastermlx/manifold/spectral.py
mastermlx/manifold/tsne.py
mastermlx/math_tools/__init__.py
mastermlx/math_tools/attention.py
mastermlx/math_tools/calibration.py
mastermlx/math_tools/clustering.py
mastermlx/math_tools/datasets.py
mastermlx/math_tools/distance.py
mastermlx/math_tools/distributions.py
mastermlx/math_tools/information.py
mastermlx/math_tools/kernels.py
mastermlx/math_tools/lr_find.py
mastermlx/math_tools/metrics.py
mastermlx/math_tools/mixup.py
mastermlx/math_tools/noise.py
mastermlx/math_tools/outliers.py
mastermlx/math_tools/similarity.py
mastermlx/math_tools/smote.py
mastermlx/math_tools/stats.py
mastermlx/math_tools/time_series.py
mastermlx/neighbors/__init__.py
mastermlx/neighbors/_base.py
mastermlx/neighbors/centroid.py
mastermlx/neighbors/knn_classifier.py
mastermlx/neighbors/knn_regressor.py
mastermlx/neighbors/radius_classifier.py
mastermlx/neighbors/radius_regressor.py
mastermlx/neural_net/__init__.py
mastermlx/neural_net/_training.py
mastermlx/neural_net/config.py
mastermlx/neural_net/losses.py
mastermlx/neural_net/mlp.py
mastermlx/neural_net/optimizers.py
mastermlx/neural_net/schedulers.py
mastermlx/neural_net/sequential.py
mastermlx/neural_net/layers/__init__.py
mastermlx/neural_net/layers/activations.py
mastermlx/neural_net/layers/attention.py
mastermlx/neural_net/layers/batch_norm.py
mastermlx/neural_net/layers/conv.py
mastermlx/neural_net/layers/conv1d.py
mastermlx/neural_net/layers/dense.py
mastermlx/neural_net/layers/dropout.py
mastermlx/neural_net/layers/embedding.py
mastermlx/neural_net/layers/norm.py
mastermlx/neural_net/layers/pooling.py
mastermlx/neural_net/layers/rnn.py
mastermlx/nlp/__init__.py
mastermlx/nlp/lda.py
mastermlx/nlp/lm.py
mastermlx/nlp/tok.py
mastermlx/nlp/vec.py
mastermlx/nlp/vocab.py
mastermlx/preprocessing/__init__.py
mastermlx/preprocessing/binarize.py
mastermlx/preprocessing/column.py
mastermlx/preprocessing/discretize.py
mastermlx/preprocessing/encoders.py
mastermlx/preprocessing/imputers.py
mastermlx/preprocessing/knni.py
mastermlx/preprocessing/normalize.py
mastermlx/preprocessing/pipeline.py
mastermlx/preprocessing/polynomial.py
mastermlx/preprocessing/power.py
mastermlx/preprocessing/quantile.py
mastermlx/preprocessing/scalers.py
mastermlx/preprocessing/target.py
mastermlx/probabilistic/__init__.py
mastermlx/probabilistic/bayesian_regression.py
mastermlx/probabilistic/discriminant_analysis.py
mastermlx/probabilistic/distributions.py
mastermlx/probabilistic/exponential_family.py
mastermlx/probabilistic/gaussian_process.py
mastermlx/probabilistic/hmm.py
mastermlx/probabilistic/kde.py
mastermlx/probabilistic/naive_bayes.py
mastermlx/rl/__init__.py
mastermlx/rl/double_q.py
mastermlx/rl/dqn.py
mastermlx/rl/envs.py
mastermlx/rl/q_learning.py
mastermlx/rl/reinforce.py
mastermlx/rl/runner.py
mastermlx/rl/sarsa.py
mastermlx/selection/__init__.py
mastermlx/selection/from_model.py
mastermlx/selection/kbest.py
mastermlx/selection/rfe.py
mastermlx/selection/sfs.py
mastermlx/selection/variance.py
mastermlx/semi_supervised/__init__.py
mastermlx/semi_supervised/_core.py
mastermlx/semi_supervised/label.py
mastermlx/signal/__init__.py
mastermlx/signal/core.py
mastermlx/signal/features.py
mastermlx/signal/filters.py
mastermlx/svm/__init__.py
mastermlx/svm/_kernels.py
mastermlx/svm/kernel_svr.py
mastermlx/svm/nusvc.py
mastermlx/svm/one_class.py
mastermlx/svm/svc.py
mastermlx/svm/svr.py
mastermlx/trees/__init__.py
mastermlx/trees/adaboost.py
mastermlx/trees/adaboost_regressor.py
mastermlx/trees/decision_tree.py
mastermlx/trees/gradient_boosting.py
mastermlx/trees/gradient_boosting_classifier.py
mastermlx/trees/random_forest.py
mastermlx/utils/__init__.py
mastermlx/utils/array.py
mastermlx/utils/distance.py
mastermlx/utils/estimator.py
mastermlx/utils/grad.py
mastermlx/utils/kernels.py
mastermlx/utils/math.py
mastermlx/utils/metrics.py
mastermlx/utils/random.py
mastermlx/utils/types.py
mastermlx/utils/validation.py
mastermlx/variational/__init__.py
mastermlx/variational/base.py
mastermlx/variational/gaussian_mixture.py
mastermlx/variational/linear_regression.py
mastermlx/variational/logistic_regression.py
mastermlx/variational/poisson_regression.py
mastermlx/variational/utils.py
mastermlx/viz/__init__.py
mastermlx/viz/plots.py
tests/test_accel_backend.py
tests/test_adaboost_and_gradient_boosting.py
tests/test_adaboost_regressor.py
tests/test_affinity_propagation.py
tests/test_agglomerative.py
tests/test_bandits.py
tests/test_bayesian_regression.py
tests/test_datasets_metrics_cv_selection.py
tests/test_dbscan.py
tests/test_decision_tree.py
tests/test_discriminant_analysis.py
tests/test_distributions.py
tests/test_elliptic_envelope.py
tests/test_ensemble.py
tests/test_factor_analysis.py
tests/test_gaussian_nb.py
tests/test_gaussian_process.py
tests/test_gmm.py
tests/test_gradient_boosting_classifier.py
tests/test_grid_search.py
tests/test_hbos.py
tests/test_histgb_sfs_adamw.py
tests/test_hmm.py
tests/test_ica.py
tests/test_information.py
tests/test_infrastructure.py
tests/test_isolation_forest.py
tests/test_kernel_pca.py
tests/test_kernel_svr.py
tests/test_kernels_and_distance.py
tests/test_kmeans.py
tests/test_knn.py
tests/test_lda_nca.py
tests/test_linear_models_sgd.py
tests/test_linear_regression.py
tests/test_lof.py
tests/test_logistic_regression.py
tests/test_manifold.py
tests/test_math_tools_exports.py
tests/test_math_tools_noise.py
tests/test_math_tools_stats_dist.py
tests/test_meanshift.py
tests/test_metrics.py
tests/test_metrics_calibration_attention.py
tests/test_minibatch_knni_centroid_cca.py
tests/test_mlp.py
tests/test_mlp_optimizers.py
tests/test_nlp.py
tests/test_nmf.py
tests/test_nn_layers.py
tests/test_nn_layers_conv_rnn.py
tests/test_nn_losses.py
tests/test_nn_training_config.py
tests/test_one_class_svm.py
tests/test_package_alias.py
tests/test_pca.py
tests/test_pipeline.py
tests/test_preprocessing.py
tests/test_preprocessing_extras.py
tests/test_random_forest.py
tests/test_regularized_regression.py
tests/test_rl.py
tests/test_rl_extended.py
tests/test_selection_semi.py
tests/test_sequence_layers.py
tests/test_signal.py
tests/test_signal_features.py
tests/test_similarity_clustering_outliers.py
tests/test_smote_mixup_cutmix_lrfind.py
tests/test_spectral.py
tests/test_split.py
tests/test_svm.py
tests/test_svr.py
tests/test_time_series.py
tests/test_tree_regression.py
tests/test_truncated_svd.py
tests/test_tsne_nusvc_kde_quantile_ransac.py
tests/test_variational_logistic_regression.py
tests/test_variational_package.py
tests/test_variational_poisson_regression.py
tests/test_vi.py
tests/test_viz.py
tests/test_wrappers_column_calibrate_multi.py