├── .github └── workflows │ └── deploy-book.yml ├── .gitignore ├── 00-introduction ├── 00-introduction.ipynb ├── 01-preliminaries.ipynb └── images │ ├── ml-workflow.svg │ └── reinforcement_cycle.png ├── 01-ml-workflow ├── 00-ml-workflow.ipynb ├── 01-data-loading.ipynb ├── 02-supervised-learning.ipynb ├── 03-preprocessing.ipynb ├── 04-categorical-variables.ipynb ├── 08-imputation.ipynb ├── 10-model-validation-and-tuning.ipynb ├── 12-pipelines-gridsearch.ipynb └── images │ ├── api-table.png │ ├── boro_ordinal.png │ ├── boro_ordinal_classification.png │ ├── boxcox_lambda.png │ ├── color_categories.png │ ├── column_transformer_schematic.png │ ├── cross_validation_new.png │ ├── grid_search_cross_validation_new.png │ ├── grid_search_n_neighbors.png │ ├── gridsearch_workflow.png │ ├── house_price_bc_scaled_scatter.png │ ├── house_price_boxplot.png │ ├── house_price_hist.png │ ├── house_price_hist_boxcox.png │ ├── house_price_scaled_box.png │ ├── house_price_scatter.png │ ├── imputation-median-schema.png │ ├── imputation-schema.png │ ├── information_leak_preprocessing.png │ ├── knn_boundary_dataset.png │ ├── knn_boundary_k1.png │ ├── knn_boundary_k3.png │ ├── knn_boundary_test_points.png │ ├── knn_boundary_varying_k.png │ ├── knn_imputation.png │ ├── knn_model_complexity.png │ ├── knn_scaling.png │ ├── knn_scaling2.png │ ├── mean_knn_rf_comparison.png │ ├── med_knn_rf_comparison.png │ ├── median_imputation.png │ ├── no_information_leak_preprocessing.png │ ├── no_separate_scaling.png │ ├── overfitting_underfitting_cartoon_full.png │ ├── overfitting_underfitting_cartoon_generalization.png │ ├── overfitting_underfitting_cartoon_train.png │ ├── overfitting_validation_set_1.png │ ├── overfitting_validation_set_2.png │ ├── overfitting_validation_set_3.png │ ├── overfitting_validation_set_4.png │ ├── pipeline.png │ ├── row_nan_col_nan.png │ ├── scaler_comparison_scatter.png │ ├── train_test_set_2d_classification.png │ ├── train_test_split_new.png │ ├── train_test_validation_split.png │ └── zip_code_prices.png ├── 02-supervised-learning ├── 05-linear-models-regression.ipynb ├── 06-linear-models-classification.ipynb ├── 07-support-vector-machines.ipynb ├── 08-decision-trees.ipynb ├── 09-random-forests.ipynb ├── 10-gradient-boosting.ipynb ├── 11-neural-networks.ipynb ├── 12-advanced-nets.ipynb ├── images │ ├── activation_functions_plot.png │ ├── ames_housing_price_hist.png │ ├── ames_housing_price_hist_log.png │ ├── ames_housing_scatter.png │ ├── ames_scaling.png │ ├── backprop_eqn.png │ ├── bias_vs_variance.png │ ├── binary_loss.png │ ├── binning_quantiles.png │ ├── bootstrap_sample.png │ ├── boston_housing_scatter.png │ ├── boston_scaling.png │ ├── computation_graph.png │ ├── dense_params_mnist.png │ ├── digits_images.png │ ├── elasticnet_search.png │ ├── feature_sample.png │ ├── forest_importances.png │ ├── gpu_support.png │ ├── grad_boost_depth2.png │ ├── grad_boost_regression_steps.png │ ├── grad_boost_term_1.png │ ├── grad_boost_term_2.png │ ├── grad_boost_term_3.png │ ├── gradient_2d.png │ ├── gradient_3d.png │ ├── gradient_learning_rates.png │ ├── graphviz_jupyter.png │ ├── graphviz_source.png │ ├── grid_ccp_alpha.png │ ├── grid_max_depth.png │ ├── grid_max_leaf_nodes.png │ ├── gridsearch_plot.png │ ├── gridsearch_table.png │ ├── hidden_layer_size.png │ ├── hidden_layer_size_2.png │ ├── hist_gradient_boosting.png │ ├── img_10.png │ ├── img_33.png │ ├── img_34.png │ ├── img_35.png │ ├── img_36.png │ ├── img_37.png │ ├── img_38.png │ ├── img_40.png │ ├── img_41.png │ ├── img_42.png │ ├── instability_1.png │ ├── instability_2.png │ ├── keras_api_results.png │ ├── l1_kink.png │ ├── l1l2_elasticnet.png │ ├── l1l2ball.png │ ├── l1l2ball_intersect.png │ ├── l2_l1_l0.png │ ├── large_scale_kernel_machines.png │ ├── lars_path.png │ ├── lasso_alpha_search.png │ ├── lasso_alpha_triazine.png │ ├── lasso_coefficients.png │ ├── linear_boundary_vector.png │ ├── linear_regression_1d.png │ ├── linear_svm_regularization.png │ ├── log_reg_nn.png │ ├── logger_callback_plot.png │ ├── logit.png │ ├── logreg_regularization.png │ ├── lr_coefficients_large.png │ ├── max_depth_1.png │ ├── max_depth_4.png │ ├── max_leaf_nodes_8.png │ ├── max_margin.png │ ├── max_margin_C_0.1.png │ ├── max_margin_C_1.png │ ├── min_samples_split_50.png │ ├── model_fit.png │ ├── model_summary.png │ ├── mpl_tree_plot.png │ ├── multiclass_array.png │ ├── multiclass_barchart.png │ ├── multiclass_coef.png │ ├── nn_basic_arch.png │ ├── nn_manylayers.png │ ├── nn_sklearn.png │ ├── no_pruning.png │ ├── nonlin_fn.png │ ├── oob_estimates.png │ ├── optimizer.png │ ├── overfitting_underfitting_cartoon_full.png │ ├── ovo_boundaries.png │ ├── ovo_lines.png │ ├── ovr_boundaries.png │ ├── ovr_lines.png │ ├── poly_kernel_features.png │ ├── pruning_alpha.png │ ├── ram_prices.png │ ├── ram_prices_test.png │ ├── ram_prices_train.png │ ├── random_forest.png │ ├── random_state.png │ ├── regression_plot.png │ ├── relu_differentiability.png │ ├── ridge_alpha_search.png │ ├── ridge_alpha_search_cv_runs.png │ ├── ridge_alpha_search_poly.png │ ├── ridge_alpha_triazine.png │ ├── ridge_alpha_triazines.png │ ├── ridge_coefficient_paths.png │ ├── ridge_coefficients.png │ ├── ridge_coefficients_alpha.png │ ├── ridge_coefficients_large.png │ ├── ridge_learning_curve.png │ ├── search_hidden_layers_plot.png │ ├── splits_kinect.png │ ├── svm_c_gamma.png │ ├── svm_c_gamma_heatmap.png │ ├── svm_gamma.png │ ├── svm_or_lr.png │ ├── svm_runtime.png │ ├── svr_epsilon.png │ ├── svr_poly.png │ ├── tensor_flow_basics.png │ ├── train_evaluate.png │ ├── training_model.png │ ├── tree_building_iteration_1.png │ ├── tree_building_iteration_2.png │ ├── tree_building_iteration_9.png │ ├── tree_illustration.png │ ├── tree_importances.png │ ├── tree_prediction.png │ ├── tree_pruned.png │ ├── triazine_bar.png │ ├── validation_fit.png │ ├── voting_classifier.png │ ├── warm_start_forest.png │ ├── xgboost-binning.png │ ├── xgboost-criterion.png │ ├── xgboost-exact.png │ ├── xgboost_hist_bench.png │ └── xgboost_sklearn_bench.png └── index.ipynb ├── 03-unsupervised-learning ├── 01-matrix-factorization-dimensionality-reduction.ipynb ├── 02-clustering-mixture-models.ipynb ├── 03-outlier-detection.ipynb ├── images │ ├── DBSCAN-Illustration.svg │ ├── PCA+logreg.png │ ├── agglomerative_clustering.png │ ├── avgpathlen_numtrees.png │ ├── best-reconstructions.png │ ├── bim_1.png │ ├── bim_2.png │ ├── building_forest_1.png │ ├── building_forest_2.png │ ├── cluster_intro_1.png │ ├── cluster_intro_2.png │ ├── cluster_intro_3.png │ ├── cluster_intro_4.png │ ├── cluster_shapes_1.png │ ├── cluster_shapes_2.png │ ├── covariance_types.png │ ├── dbscan_algo.png │ ├── dbscan_animation.gif │ ├── dbscan_illustration.png │ ├── dbscan_pro_con.png │ ├── dendograms_1.png │ ├── dendograms_2.png │ ├── digits_tsne_animation.gif │ ├── elliptic_envelope.png │ ├── elliptic_envelope_plot.png │ ├── gmm1.png │ ├── gmm2.png │ ├── gmm_vs_kmeans_1.png │ ├── gmm_vs_kmeans_2.png │ ├── inspecting-pca-scaled-components-2.png │ ├── inspecting-pca-scaled-components.png │ ├── isolation_forests.png │ ├── kde_bandwidth.png │ ├── kde_vs_histogram.png │ ├── kernel_density_1.png │ ├── kernel_density_2.png │ ├── kernel_density_bw3.png │ ├── kmeans.png │ ├── kmeans_api.png │ ├── kmeans_limitations_1.png │ ├── kmeans_limitations_2.png │ ├── kmeans_limitations_3.png │ ├── largevis_mnist.png │ ├── largevis_wikidoc.png │ ├── linear-vs-quadratic-discriminant-analysis.png │ ├── logreg+noPCA.png │ ├── manifold-learning-structure.png │ ├── matrix_factorization.png │ ├── matrix_factorization_2.png │ ├── merging_criteria.png │ ├── mm_examples_1.png │ ├── mm_examples_2.png │ ├── nmf.png │ ├── nmf_20_mnist.png │ ├── nmf_5_mnist.png │ ├── nmf_downsides.png │ ├── nmf_hid_rep.png │ ├── novelty_detection.png │ ├── one_class_svm_plot.png │ ├── other_density_models_1.png │ ├── other_density_models_2.png │ ├── other_density_models_3.png │ ├── outlier_detection.png │ ├── pca-computation.png │ ├── pca-digits.png │ ├── pca-fail.png │ ├── pca-for-feature-extraction.png │ ├── pca-for-visualization-cancer-data.png │ ├── pca-for-visualization-components-color-bar.png │ ├── pca-intuition.png │ ├── pca-is-unsupervised-1.png │ ├── pca-is-unsupervised-2.png │ ├── pca-lda.png │ ├── pca.png │ ├── pca_projection.png │ ├── prob_est1.png │ ├── prob_est2.png │ ├── reconstruction.png │ ├── scaled-pca-for-visualization-cancer-data.png │ ├── tsne-digits.png │ ├── tsne-embeddings-digits.png │ ├── tsne-moons.png │ ├── tsne-perplexity.png │ ├── tsne-tuning-1.png │ ├── tsne-tuning-10.png │ ├── tsne-tuning-100.png │ ├── tsne-tuning-2.png │ ├── tsne-tuning-30.png │ ├── tsne-tuning-300.png │ ├── tsne-tuning-5.png │ ├── tsne-tuning-50.png │ ├── tsne-tuning.png │ ├── umap_fashion_mnist.png │ ├── umap_mnist.png │ ├── variance-covered.png │ ├── whitening.png │ └── worst-reconstructions.png └── index.md ├── 04-model-evaluation ├── 1-data-splitting-strategies.ipynb ├── 10-evaluation-metrics.ipynb ├── 11-calibration.ipynb ├── 12-interpretation.ipynb ├── 17-cluster-evaluation.ipynb ├── images │ ├── anyclassifier.png │ ├── avg_precision.png │ ├── basic_approaches.png │ ├── bayesian_optimization.png │ ├── bergstra_random.jpeg │ ├── binning.png │ ├── bohb_curves.png │ ├── boston_ice.png │ ├── breast_cancer_cf_matrix.png │ ├── calib_curve.png │ ├── calib_curve_models.png │ ├── calibration_val_scores.png │ ├── calibration_val_scores_fitted.png │ ├── confusion_matrix.png │ ├── confusion_matrix_col.png │ ├── confusion_matrix_digits.png │ ├── confusion_matrix_norm_pred.png │ ├── confusion_matrix_norm_true.png │ ├── covariance.png │ ├── curves_logreg.png │ ├── curves_rf.png │ ├── feat_impo_part_dep.png │ ├── feat_impo_part_dep_class.png │ ├── feature_importance.png │ ├── forest_enough_data.png │ ├── forest_less_data_all.png │ ├── fusi_latent.png │ ├── group_kfold.png │ ├── halving_algorithm.png │ ├── halving_curve.png │ ├── halving_curves.png │ ├── hyperband_algorithm.png │ ├── hyperband_curves.png │ ├── ice_cross.png │ ├── ice_lstat.png │ ├── ice_ptratio.png │ ├── img_17.png │ ├── img_19.png │ ├── img_20.png │ ├── img_22.png │ ├── img_23.png │ ├── img_24.png │ ├── img_27.png │ ├── influence_bins.png │ ├── isotonic_regression.png │ ├── kfold_cv.png │ ├── knn_model_complexity.png │ ├── lasso_alpha_triazine.png │ ├── lime_paper.png │ ├── linear_enough_data.png │ ├── linear_less_data.png │ ├── mammography_data.png │ ├── mape.png │ ├── meta-learning-ensemble.png │ ├── metalearning-diagram.png │ ├── models_bscore.png │ ├── multi-fidelity-digits-rf.png │ ├── multi-fidelity-digits.png │ ├── multi-fidelity-digits2.png │ ├── multi_class_calibration.png │ ├── overfitting_underfitting_cartoon_full.png │ ├── param_smote_k_neighbors.png │ ├── pdb_failure.png │ ├── pdp_failure.png │ ├── pdp_failure_data.png │ ├── permutation_importance_big.png │ ├── pipeline.png │ ├── plot_confusion_matrix.png │ ├── precision_recall_breast_cancer_1.png │ ├── precision_recall_breast_cancer_2.png │ ├── precision_recall_curve.png │ ├── predprob_positive.png │ ├── prob_table.png │ ├── problems_with_accuracy.png │ ├── random2x_cifar10-compare.png │ ├── random2x_mrbi-compare.png │ ├── random2x_svhn-compare.png │ ├── random_bar_plot_sample.png │ ├── random_forest.png │ ├── random_rank_chart.png │ ├── regression_boston.png │ ├── regression_boston_2.png │ ├── regression_boston_3.png │ ├── repeated_stratified_kfold.png │ ├── residual_vs_feature.png │ ├── rf_vs_svc.png │ ├── roc_curve.png │ ├── roc_curve_svc.png │ ├── roc_curve_svc_auc.png │ ├── roc_curves_for_logreg.png │ ├── roc_curves_for_rf.png │ ├── roc_svc_rf_curve.png │ ├── roc_vs_pr.png │ ├── roc_vs_pr_smote.png │ ├── shap_big.png │ ├── shuffle_split_cv.png │ ├── smbo.png │ ├── smbo_table.png │ ├── smote_k_neighbors.png │ ├── smote_mammography.png │ ├── standard_importances.png │ ├── stratified_cv.png │ ├── target_vs_feature.png │ ├── time_series1.png │ ├── time_series2.png │ ├── time_series3.png │ ├── time_series_cv.png │ ├── time_series_walk_forward_cv.png │ ├── toy_data_scatter.png │ ├── tpot.png │ ├── tree_enough_data.png │ ├── tree_less_data.png │ ├── tree_less_data_all.png │ ├── types_calib.png │ ├── types_calib_cv.png │ └── zoo.png ├── index.md └── parameter_tuning_automl.ipynb ├── 05-advanced-topics ├── 05-feature-engineering.ipynb ├── 11-imbalanced-datasets.ipynb ├── 12-feature-selection.ipynb ├── 13-text-data.ipynb ├── 14-custom-estimators.ipynb ├── images │ ├── bag_of_words.png │ ├── basic_approaches.png │ ├── binning.png │ ├── calib_curve.png │ ├── calib_curve_models.png │ ├── calibration_val_scores.png │ ├── calibration_val_scores_fitted.png │ ├── capture_sentiment.png │ ├── char_ngram_1.png │ ├── char_ngram_2.png │ ├── char_ngram_3.png │ ├── char_ngram_4.png │ ├── char_ngram_5.png │ ├── coefficients.png │ ├── curves_logreg.png │ ├── curves_rf.png │ ├── dirichlet_dist.png │ ├── grid_search_table.png │ ├── imdb_char_ngrams.png │ ├── img_17.png │ ├── img_19.png │ ├── img_20.png │ ├── img_22.png │ ├── img_23.png │ ├── img_24.png │ ├── img_27.png │ ├── influence_bins.png │ ├── isotonic_regression.png │ ├── large_scale_text_vec_2.png │ ├── lda_model.png │ ├── lda_params.png │ ├── lda_plot_1.png │ ├── lda_plot_2.png │ ├── lda_topics.png │ ├── lsa_six_eigvec.png │ ├── lsa_six_eigvec_scaled.png │ ├── lsa_truncated_svd_plot.png │ ├── mammography_data.png │ ├── matrix_factorization.png │ ├── matrix_factorization_2.png │ ├── models_bscore.png │ ├── multi_class_calibration.png │ ├── nationality_name_1.png │ ├── nationality_name_2.png │ ├── nmf.png │ ├── nmf_1.png │ ├── nmf_scaled_plot.png │ ├── nmf_topics_no_scaling.png │ ├── nmf_topics_tfidf.png │ ├── other_types_of_text_data.png │ ├── param_smote_k_neighbors.png │ ├── pca.png │ ├── pipeline.png │ ├── precision_recall_breast_cancer_1.png │ ├── precision_recall_breast_cancer_2.png │ ├── predprob_positive.png │ ├── prob_table.png │ ├── random_forest.png │ ├── roc_curves_for_logreg.png │ ├── roc_curves_for_rf.png │ ├── roc_svc_rf_curve.png │ ├── roc_vs_pr.png │ ├── roc_vs_pr_smote.png │ ├── single_words.png │ ├── smote_k_neighbors.png │ ├── smote_mammography.png │ ├── stopwords_1.png │ ├── stopwords_2.png │ ├── stopwords_3.png │ ├── tfidf_10comp_plot.png │ ├── types_calib.png │ ├── types_calib_cv.png │ ├── typical_text_data_1.png │ └── typical_text_data_2.png └── index.md ├── README.md ├── _config.yml ├── _toc.yml ├── bibliography.bib ├── index.md ├── logo.png ├── requirements.txt ├── slides_to_book.ipynb └── utils.py /.github/workflows/deploy-book.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/aml/HEAD/.github/workflows/deploy-book.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 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