├── .gitignore ├── .nojekyll ├── LICENSE ├── README.md ├── check_env.ipynb ├── images ├── check_env-1.png ├── check_env-2.png └── download-repo.png ├── notebooks ├── 01 - Data Loading.ipynb ├── 02 - Supervised Learning.ipynb ├── 03 - Preprocessing.ipynb ├── 04 - Cross-validation and Grid Search.ipynb ├── 05 - Pipelines.ipynb ├── 06 - Evaluation Metrics.ipynb ├── bonus - 07 - Trees.ipynb ├── bonus - 08 - Gradient Boosting.ipynb ├── data │ ├── adult.csv │ ├── bank-campaign-desc.text │ ├── bank-campaign.csv │ ├── blood_transfusion_center.csv │ ├── breast_cancer_wisconsin.csv │ ├── german_cc_fraud.csv │ ├── mammography.csv │ ├── pima_diabetes.csv │ └── ram_price.csv └── solutions │ ├── adult_classification.py │ ├── bank_campaign.py │ ├── bike_regression.py │ ├── grid_search_k_neighbors.py │ ├── linear_models_diabetes.py │ ├── load_adult.py │ ├── load_iris.py │ ├── load_pima_diabetes.py │ ├── train_iris.py │ └── train_pima_diabetes.py ├── slides ├── 01-introduction.html ├── 02-supervised-learning.html ├── 03-preprocessing.html ├── 04-cross-validation-grid-search.html ├── 05-pipelines.html ├── 06-model-evaluation.html ├── bonus-07-trees-and-forests.html ├── bonus-08-gradient-boosting.html ├── images │ ├── PDSH.png │ ├── alpha_go.png │ ├── amazon1.png │ ├── amazon2.png │ ├── amazon_explanations.png │ ├── api-table.png │ ├── apm.png │ ├── avg_precision.png │ ├── binning_quantiles.png │ ├── bootstrap_sample.png │ ├── boro_ordinal.png │ ├── boro_ordinal_classification.png │ ├── breast_cancer_cf_matrix.png │ ├── column_transformer_schematic.png │ ├── confusion_matrix.png │ ├── confusion_matrix_col.png │ ├── cross_validation_new.png │ ├── esl.png │ ├── exoplanet.png │ ├── facebook_gael.png │ ├── fancy_impute_comparison.png │ ├── fb1.png │ ├── fb2.png │ ├── fb3.png │ ├── feature_sample.png │ ├── forest_importances.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 │ ├── grid_ccp_alpha.png │ ├── grid_max_depth.png │ ├── grid_max_leaf_nodes.png │ ├── grid_search_cross_validation_new.png │ ├── grid_search_n_neighbors.png │ ├── gridsearch_workflow.png │ ├── hist_gradient_boosting.png │ ├── house_price_boxplot.png │ ├── house_price_scaled_box.png │ ├── house_price_scatter.png │ ├── imlp.png │ ├── imputation-median-schema.png │ ├── imputation-schema.png │ ├── information_leak_preprocessing.png │ ├── instability_1.png │ ├── instability_2.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 │ ├── knn_vs_nearest_centroid.png │ ├── matrix-representation.png │ ├── max_depth_1.png │ ├── max_depth_4.png │ ├── max_leaf_nodes_8.png │ ├── mean_knn_rf_comparison.png │ ├── med_knn_rf_comparison.png │ ├── median_imputation.png │ ├── min_samples_split_50.png │ ├── missing_values_img_17.png │ ├── missing_values_img_19.png │ ├── missing_values_img_20.png │ ├── missing_values_img_22.png │ ├── missing_values_img_23.png │ ├── missing_values_img_24.png │ ├── missing_values_img_27.png │ ├── mpl_tree_plot.png │ ├── nao.png │ ├── no_information_leak_preprocessing.png │ ├── no_pruning.png │ ├── no_separate_scaling.png │ ├── overfitting_underfitting_cartoon_full.png │ ├── overfitting_underfitting_cartoon_generalization.png │ ├── overfitting_underfitting_cartoon_train.png │ ├── pipeline.png │ ├── plot_confusion_matrix.png │ ├── precision_recall_breast_cancer_1.png │ ├── precision_recall_breast_cancer_2.png │ ├── precision_recall_curve.png │ ├── problems_with_accuracy.png │ ├── propublica_compas.png │ ├── pruning_alpha.png │ ├── ram_prices.png │ ├── ram_prices_test.png │ ├── ram_prices_train.png │ ├── random_forest.png │ ├── reinforcement_cycle.png │ ├── rf_vs_svc.png │ ├── roc_curve.png │ ├── row_nan_col_nan.png │ ├── scaler_comparison_scatter.png │ ├── shuffle_split_cv.png │ ├── sklearn-docs.png │ ├── sklearn_logo.png │ ├── spotify.png │ ├── stratified_cv.png │ ├── supervised-ml-api.png │ ├── supervised-ml-workflow.png │ ├── threefold_split.png │ ├── time_series_cv.png │ ├── train-test-split.png │ ├── train_test_set_2d_classification.png │ ├── train_test_split_new.png │ ├── train_test_validation_split.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 │ ├── unsupervised-ml-workflow.png │ ├── unsupervised_ml_api.png │ ├── xgboost-binning.png │ ├── xgboost-criterion.png │ ├── xgboost-exact.png │ └── zoo.png ├── remark-latest.min.js ├── sklearn_logo.png └── style.css └── todo.rst /.gitignore: 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