├── .binder ├── environment.yml ├── postBuild └── start ├── .github └── workflows │ ├── deploy-gh-pages.yml │ ├── formatting.yml │ └── jupyter-book-pr-preview.yml ├── .gitignore ├── .jupyter ├── README.md └── jupyter_notebook_config.py ├── .pre-commit-config.yaml ├── CITATION.cff ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── check_env.py ├── datasets ├── README.md ├── adult-census-numeric-all.csv ├── adult-census-numeric-test.csv ├── adult-census-numeric.csv ├── adult-census.csv ├── ames_housing_no_missing.csv ├── bike_rides.csv ├── bikes_rides_LICENSE.txt ├── blood_transfusion.csv ├── cps_85_wages.csv ├── financial-data │ ├── COP.csv │ ├── CVX.csv │ ├── TOT.csv │ ├── VLO.csv │ └── XOM.csv ├── house_prices.csv ├── penguins.csv ├── penguins_classification.csv └── penguins_regression.csv ├── environment-dev.yml ├── environment.yml ├── figures ├── README.md ├── api_diagram-columntransformer.svg ├── api_diagram-pipeline.fit.svg ├── api_diagram-pipeline.predict.svg ├── api_diagram-predictor.fit.svg ├── api_diagram-predictor.predict.svg ├── api_diagram-predictor.score.svg ├── api_diagram-transformer.fit.svg ├── api_diagram-transformer.fit_transform.svg ├── api_diagram-transformer.transform.svg ├── api_diagram.drawio ├── bagging.svg ├── bagging0.svg ├── bagging0_cross.svg ├── bagging_cross.svg ├── bagging_fit.svg ├── bagging_line.svg ├── bagging_overfit.svg ├── bagging_reg_blue.svg ├── bagging_reg_blue_grey.svg ├── bagging_reg_data.svg ├── bagging_reg_grey.svg ├── bagging_reg_grey_fitted.svg ├── bagging_trees.svg ├── bagging_trees_predict.svg ├── bagging_underfit.svg ├── bagging_vote.svg ├── boosting │ ├── boosting_iter1.svg │ ├── boosting_iter2.svg │ ├── boosting_iter3.svg │ ├── boosting_iter4.svg │ ├── boosting_iter_orange1.svg │ ├── boosting_iter_orange2.svg │ ├── boosting_iter_orange3.svg │ ├── boosting_iter_orange4.svg │ ├── boosting_iter_sized1.svg │ ├── boosting_iter_sized2.svg │ ├── boosting_iter_sized3.svg │ └── boosting_iter_sized4.svg ├── boosting0.svg ├── boosting0_cross.svg ├── boosting1.svg ├── boosting2.svg ├── boosting3.svg ├── boosting_reg_blue.svg ├── boosting_reg_data.svg ├── boosting_reg_grey.svg ├── boosting_trees1.svg ├── boosting_trees2.svg ├── boosting_trees3.svg ├── bossting_reg_blue.svg ├── categorical.svg ├── cross-val1-shuffle.svg ├── cross-val1.svg ├── cross-val2-shuffle.svg ├── cross-val2.svg ├── cross-val3-shuffle.svg ├── cross-val3.svg ├── cross-val4-shuffle.svg ├── cross-val4.svg ├── cross-val5-shuffle.svg ├── cross-val5.svg ├── cross_validation_diagram.png ├── cross_validation_train_test_diagram.png ├── different_models_complex_16.svg ├── different_models_complex_4.svg ├── dt_fit.svg ├── dt_overfit.svg ├── dt_underfit.svg ├── evaluation_quiz_precision_recall_C0.003.svg ├── evaluation_quiz_precision_recall_C1.svg ├── full_data.svg ├── grid_vs_random_search.svg ├── iris-silhouette.svg ├── iris-silhouette_gray.svg ├── iris_petal_length_cm_hist.svg ├── iris_petal_width_cm_hist.svg ├── iris_sepal_length_cm_hist.svg ├── iris_sepal_width_cm_hist.svg ├── legend_irises.svg ├── lin_not_separable.svg ├── lin_reg_2_points.svg ├── lin_reg_2_points_best_ridge.svg ├── lin_reg_2_points_best_ridge_grey.svg ├── lin_reg_2_points_no_penalty.svg ├── lin_reg_2_points_no_penalty_grey.svg ├── lin_reg_2_points_ridge.svg ├── lin_reg_2_points_ridge_grey.svg ├── lin_reg_3D.svg ├── lin_separable.svg ├── linear_data.svg ├── linear_fit.svg ├── linear_fit_red.svg ├── linear_ols.svg ├── linear_ols_test.svg ├── linear_splines.svg ├── linear_splines_test.svg ├── linreg_noreg_0.svg ├── linreg_noreg_0_nogrey.svg ├── linreg_noreg_1.svg ├── linreg_noreg_2.svg ├── linreg_noreg_3.svg ├── linreg_noreg_4.svg ├── linreg_noreg_5.svg ├── logistic_2D.svg ├── logistic_2D_C0.001.svg ├── logistic_2D_C1.svg ├── logistic_3D.svg ├── logistic_color.svg ├── mooc_computer.jpg ├── multinomial.svg ├── nested_cross_validation_diagram.png ├── numerical_pipeline_quiz_scaler.py ├── numerical_pipeline_quiz_scaler_original.png ├── numerical_pipeline_quiz_scaler_preprocessing.png ├── numerical_pipeline_wrap_up_quiz_comparison.png ├── ols_simple.svg ├── ols_simple_test.svg ├── ols_test.svg ├── people.svg ├── plot_cross_validation_diagram.py ├── plot_iris_visualization.py ├── plot_overfit_underfit.py ├── plot_parameter_tuning_cv.py ├── plot_precision_recall_visualization.py ├── plot_simple_decision_tree_adult_census.py ├── plot_slide_linear.py ├── plot_splines.py ├── plot_trees.py ├── polynomial_learning_curve_1179.svg ├── polynomial_learning_curve_145.svg ├── polynomial_learning_curve_42.svg ├── polynomial_learning_curve_6766.svg ├── polynomial_overfit.svg ├── polynomial_overfit_0.svg ├── polynomial_overfit_1.svg ├── polynomial_overfit_2.svg ├── polynomial_overfit_5.svg ├── polynomial_overfit_9.svg ├── polynomial_overfit_assymptotic.svg ├── polynomial_overfit_ntrain_1179.svg ├── polynomial_overfit_ntrain_145.svg ├── polynomial_overfit_ntrain_42.svg ├── polynomial_overfit_ntrain_6766.svg ├── polynomial_overfit_resample_0.svg ├── polynomial_overfit_resample_1.svg ├── polynomial_overfit_resample_2.svg ├── polynomial_overfit_resample_all.svg ├── polynomial_overfit_simple.svg ├── polynomial_overfit_simple_legend.svg ├── polynomial_overfit_test_1.svg ├── polynomial_overfit_test_2.svg ├── polynomial_overfit_test_5.svg ├── polynomial_overfit_test_9.svg ├── polynomial_overfit_truth.svg ├── polynomial_underfit_resample_0.svg ├── polynomial_underfit_resample_1.svg ├── polynomial_underfit_resample_2.svg ├── polynomial_underfit_resample_all.svg ├── polynomial_underfit_simple.svg ├── polynomial_validation_curve.svg ├── polynomial_validation_curve_1.svg ├── polynomial_validation_curve_15.svg ├── polynomial_validation_curve_2.svg ├── polynomial_validation_curve_5.svg ├── polynomial_validation_curve_9.svg ├── randomized_search_results.csv ├── ridge_0_withreg.svg ├── ridge_alpha_0.svg ├── ridge_alpha_50.0.svg ├── ridge_alpha_50.svg ├── ridge_alpha_500.0.svg ├── ridge_alpha_500.svg ├── ridge_alpha_None.svg ├── scikit-learn-logo.svg ├── shufflesplit_1.svg ├── shufflesplit_2.svg ├── shufflesplit_3.svg ├── shufflesplit_diagram.png ├── simple_decision_tree_adult_census.png ├── splines_cubic.svg ├── splines_cubic_test.svg ├── splines_test.svg ├── style_figs.py ├── supervised.png ├── target_bias.svg ├── target_bias_0.svg ├── target_bias_1.svg ├── target_bias_2.svg ├── target_variance.svg ├── target_variance_0.svg ├── target_variance_1.svg ├── target_variance_2.svg ├── test_scores_h_shuffle=false.svg ├── tree2D_1split.svg ├── tree2D_2split.svg ├── tree2D_3split.svg ├── tree_blue_orange1.svg ├── tree_blue_orange2.svg ├── tree_blue_orange3.svg ├── tree_example.svg ├── tree_regression1.svg ├── tree_regression2.svg ├── tree_regression3.svg ├── tree_regression4.svg ├── tree_regression_structure1.svg ├── tree_regression_structure2.svg ├── tree_regression_structure3.svg ├── unsupervised.png └── workflow.png ├── full-index.ipynb ├── jupyter-book ├── _config.yml ├── _static │ ├── favicon.ico │ ├── matomo.js │ ├── sklearn_mooc.css │ └── sklearn_mooc.js ├── _toc.yml ├── appendix │ ├── acknowledgement.md │ ├── datasets_intro.md │ ├── glossary.md │ ├── notebook_timings.md │ └── toc_redirect.md ├── concluding_remarks.md ├── concluding_remarks_video.md ├── datasets ├── ensemble │ ├── bagging_slides.md │ ├── boosting_slides.md │ ├── ensemble_boosting_index.md │ ├── ensemble_bootstrap_index.md │ ├── ensemble_hyperparameters_index.md │ ├── ensemble_module_intro.md │ ├── ensemble_module_take_away.md │ ├── ensemble_quiz_m6_01.md │ ├── ensemble_quiz_m6_02.md │ ├── ensemble_quiz_m6_03.md │ └── ensemble_wrap_up_quiz.md ├── evaluation │ ├── cross_validation_baseline_index.md │ ├── cross_validation_choices_index.md │ ├── cross_validation_nested_index.md │ ├── evaluation_module_intro.md │ ├── evaluation_module_take_away.md │ ├── evaluation_quiz_m7_01.md │ ├── evaluation_quiz_m7_02.md │ ├── evaluation_quiz_m7_03.md │ ├── evaluation_quiz_m7_04.md │ ├── evaluation_quiz_m7_05.md │ ├── evaluation_wrap_up_quiz.md │ ├── metrics_classification_index.md │ └── metrics_regression_index.md ├── feature_selection │ ├── feature_selection_limitation_index.md │ ├── feature_selection_module_intro.md │ ├── feature_selection_module_take_away.md │ └── feature_selection_quiz.md ├── figures ├── index.md ├── interpretation │ └── interpretation_quiz.md ├── linear_models │ ├── linear_models_intuitions_index.md │ ├── linear_models_module_intro.md │ ├── linear_models_module_take_away.md │ ├── linear_models_non_linear_index.md │ ├── linear_models_quiz_m4_01.md │ ├── linear_models_quiz_m4_02.md │ ├── linear_models_quiz_m4_03.md │ ├── linear_models_regularization_index.md │ ├── linear_models_slides.md │ ├── linear_models_wrap_up_quiz.md │ └── regularized_linear_models_slides.md ├── ml_concepts │ ├── quiz_intro_01.md │ └── slides.md ├── overfit │ ├── bias_vs_variance_quiz_m2_03.md │ ├── bias_vs_variance_slides.md │ ├── learning_validation_curves_quiz_m2_02.md │ ├── learning_validation_curves_slides.md │ ├── overfit_bias_variance_index.md │ ├── overfit_module_intro.md │ ├── overfit_overfitting_underfitting_index.md │ ├── overfit_take_away.md │ ├── overfit_validation_learning_curves_index.md │ ├── overfit_wrap_up_quiz.md │ ├── overfitting_vs_under_fitting_quiz_m2_01.md │ └── overfitting_vs_under_fitting_slides.md ├── predictive_modeling_pipeline │ ├── 01_tabular_data_exploration_index.md │ ├── 01_tabular_data_exploration_quiz_m1_01.md │ ├── 02_numerical_pipeline_index.md │ ├── 02_numerical_pipeline_quiz_m1_02.md │ ├── 02_numerical_pipeline_video_cross_validation.md │ ├── 03_categorical_pipeline_index.md │ ├── 03_categorical_pipeline_quiz_m1_03.md │ ├── 03_categorical_pipeline_visualization_video.md │ ├── predictive_modeling_module_intro.md │ ├── predictive_modeling_module_take_away.md │ └── wrap_up_quiz.md ├── python_scripts ├── scikit-learn-logo.png ├── toc.md ├── trees │ ├── slides.md │ ├── trees_classification_index.md │ ├── trees_hyperparameters_index.md │ ├── trees_intuitions_index.md │ ├── trees_module_intro.md │ ├── trees_module_take_away.md │ ├── trees_quiz_m5_01.md │ ├── trees_quiz_m5_02.md │ ├── trees_quiz_m5_03.md │ ├── trees_quiz_m5_04.md │ ├── trees_regression_index.md │ └── trees_wrap_up_quiz.md └── tuning │ ├── parameter_tuning_automated_index.md │ ├── parameter_tuning_automated_quiz_m3_02.md │ ├── parameter_tuning_manual_index.md │ ├── parameter_tuning_manual_quiz_m3_01.md │ ├── parameter_tuning_module_intro.md │ ├── parameter_tuning_module_take_away.md │ ├── parameter_tuning_parallel_plot_video.md │ └── parameter_tuning_wrap_up_quiz.md ├── local-install-instructions.md ├── notebooks ├── 01_tabular_data_exploration.ipynb ├── 01_tabular_data_exploration_ex_01.ipynb ├── 01_tabular_data_exploration_sol_01.ipynb ├── 02_numerical_pipeline_cross_validation.ipynb ├── 02_numerical_pipeline_ex_00.ipynb ├── 02_numerical_pipeline_ex_01.ipynb ├── 02_numerical_pipeline_hands_on.ipynb ├── 02_numerical_pipeline_introduction.ipynb ├── 02_numerical_pipeline_scaling.ipynb ├── 02_numerical_pipeline_sol_00.ipynb ├── 02_numerical_pipeline_sol_01.ipynb ├── 03_categorical_pipeline.ipynb ├── 03_categorical_pipeline_column_transformer.ipynb ├── 03_categorical_pipeline_ex_01.ipynb ├── 03_categorical_pipeline_ex_02.ipynb ├── 03_categorical_pipeline_sol_01.ipynb ├── 03_categorical_pipeline_sol_02.ipynb ├── 03_categorical_pipeline_visualization.ipynb ├── cross_validation_baseline.ipynb ├── cross_validation_ex_01.ipynb ├── cross_validation_ex_02.ipynb ├── cross_validation_grouping.ipynb ├── cross_validation_learning_curve.ipynb ├── cross_validation_nested.ipynb ├── cross_validation_sol_01.ipynb ├── cross_validation_sol_02.ipynb ├── cross_validation_stratification.ipynb ├── cross_validation_time.ipynb ├── cross_validation_train_test.ipynb ├── cross_validation_validation_curve.ipynb ├── datasets_adult_census.ipynb ├── datasets_ames_housing.ipynb ├── datasets_bike_rides.ipynb ├── datasets_blood_transfusion.ipynb ├── datasets_california_housing.ipynb ├── dev_features_importance.ipynb ├── ensemble_adaboost.ipynb ├── ensemble_bagging.ipynb ├── ensemble_ex_01.ipynb ├── ensemble_ex_02.ipynb ├── ensemble_ex_03.ipynb ├── ensemble_ex_04.ipynb ├── ensemble_gradient_boosting.ipynb ├── ensemble_hist_gradient_boosting.ipynb ├── ensemble_hyperparameters.ipynb ├── ensemble_introduction.ipynb ├── ensemble_random_forest.ipynb ├── ensemble_sol_01.ipynb ├── ensemble_sol_02.ipynb ├── ensemble_sol_03.ipynb ├── ensemble_sol_04.ipynb ├── feature_selection_ex_01.ipynb ├── feature_selection_introduction.ipynb ├── feature_selection_limitation_model.ipynb ├── feature_selection_sol_01.ipynb ├── linear_models_ex_01.ipynb ├── linear_models_ex_02.ipynb ├── linear_models_ex_03.ipynb ├── linear_models_ex_04.ipynb ├── linear_models_feature_engineering_classification.ipynb ├── linear_models_regularization.ipynb ├── linear_models_sol_01.ipynb ├── linear_models_sol_02.ipynb ├── linear_models_sol_03.ipynb ├── linear_models_sol_04.ipynb ├── linear_regression_in_sklearn.ipynb ├── linear_regression_non_linear_link.ipynb ├── linear_regression_without_sklearn.ipynb ├── logistic_regression.ipynb ├── matplotlibrc ├── metrics_classification.ipynb ├── metrics_ex_01.ipynb ├── metrics_ex_02.ipynb ├── metrics_regression.ipynb ├── metrics_sol_01.ipynb ├── metrics_sol_02.ipynb ├── parameter_tuning_ex_02.ipynb ├── parameter_tuning_ex_03.ipynb ├── parameter_tuning_grid_search.ipynb ├── parameter_tuning_manual.ipynb ├── parameter_tuning_nested.ipynb ├── parameter_tuning_parallel_plot.ipynb ├── parameter_tuning_randomized_search.ipynb ├── parameter_tuning_sol_02.ipynb ├── parameter_tuning_sol_03.ipynb ├── trees_classification.ipynb ├── trees_dataset.ipynb ├── trees_ex_01.ipynb ├── trees_ex_02.ipynb ├── trees_hyperparameters.ipynb ├── trees_regression.ipynb ├── trees_sol_01.ipynb └── trees_sol_02.ipynb ├── one-day-course-index.md ├── plan.md ├── pyproject.toml ├── python_scripts ├── 01_tabular_data_exploration.py ├── 01_tabular_data_exploration_ex_01.py ├── 01_tabular_data_exploration_sol_01.py ├── 02_numerical_pipeline_cross_validation.py ├── 02_numerical_pipeline_ex_00.py ├── 02_numerical_pipeline_ex_01.py ├── 02_numerical_pipeline_hands_on.py ├── 02_numerical_pipeline_introduction.py ├── 02_numerical_pipeline_scaling.py ├── 02_numerical_pipeline_sol_00.py ├── 02_numerical_pipeline_sol_01.py ├── 03_categorical_pipeline.py ├── 03_categorical_pipeline_column_transformer.py ├── 03_categorical_pipeline_ex_01.py ├── 03_categorical_pipeline_ex_02.py ├── 03_categorical_pipeline_sol_01.py ├── 03_categorical_pipeline_sol_02.py ├── 03_categorical_pipeline_visualization.py ├── cross_validation_baseline.py ├── cross_validation_ex_01.py ├── cross_validation_ex_02.py ├── cross_validation_grouping.py ├── cross_validation_learning_curve.py ├── cross_validation_nested.py ├── cross_validation_sol_01.py ├── cross_validation_sol_02.py ├── cross_validation_stratification.py ├── cross_validation_time.py ├── cross_validation_train_test.py ├── cross_validation_validation_curve.py ├── datasets_adult_census.py ├── datasets_ames_housing.py ├── datasets_bike_rides.py ├── datasets_blood_transfusion.py ├── datasets_california_housing.py ├── dev_features_importance.py ├── ensemble_adaboost.py ├── ensemble_bagging.py ├── ensemble_ex_01.py ├── ensemble_ex_02.py ├── ensemble_ex_03.py ├── ensemble_ex_04.py ├── ensemble_gradient_boosting.py ├── ensemble_hist_gradient_boosting.py ├── ensemble_hyperparameters.py ├── ensemble_introduction.py ├── ensemble_random_forest.py ├── ensemble_sol_01.py ├── ensemble_sol_02.py ├── ensemble_sol_03.py ├── ensemble_sol_04.py ├── feature_selection_ex_01.py ├── feature_selection_introduction.py ├── feature_selection_limitation_model.py ├── feature_selection_sol_01.py ├── linear_models_ex_01.py ├── linear_models_ex_02.py ├── linear_models_ex_03.py ├── linear_models_ex_04.py ├── linear_models_feature_engineering_classification.py ├── linear_models_regularization.py ├── linear_models_sol_01.py ├── linear_models_sol_02.py ├── linear_models_sol_03.py ├── linear_models_sol_04.py ├── linear_regression_in_sklearn.py ├── linear_regression_non_linear_link.py ├── linear_regression_without_sklearn.py ├── logistic_regression.py ├── matplotlibrc ├── metrics_classification.py ├── metrics_ex_01.py ├── metrics_ex_02.py ├── metrics_regression.py ├── metrics_sol_01.py ├── metrics_sol_02.py ├── parameter_tuning_ex_02.py ├── parameter_tuning_ex_03.py ├── parameter_tuning_grid_search.py ├── parameter_tuning_manual.py ├── parameter_tuning_nested.py ├── parameter_tuning_parallel_plot.py ├── parameter_tuning_randomized_search.py ├── parameter_tuning_sol_02.py ├── parameter_tuning_sol_03.py ├── trees_classification.py ├── trees_dataset.py ├── trees_ex_01.py ├── trees_ex_02.py ├── trees_hyperparameters.py ├── trees_regression.py ├── trees_sol_01.py └── trees_sol_02.py ├── requirements-dev.txt ├── requirements.txt ├── slides ├── Makefile ├── README.md ├── Ubuntu │ ├── UFL.txt │ ├── Ubuntu-Bold.ttf │ ├── Ubuntu-BoldItalic.ttf │ ├── Ubuntu-Italic.ttf │ ├── Ubuntu-Light.ttf │ ├── Ubuntu-LightItalic.ttf │ ├── Ubuntu-Medium.ttf │ ├── Ubuntu-MediumItalic.ttf │ └── Ubuntu-Regular.ttf ├── Ubuntu_Mono │ ├── UFL.txt │ ├── UbuntuMono-Bold.ttf │ ├── UbuntuMono-BoldItalic.ttf │ ├── UbuntuMono-Italic.ttf │ └── UbuntuMono-Regular.ttf ├── bagging.md ├── bias_vs_variance.md ├── boosting.md ├── concluding_remarks.md ├── custom.css ├── ensemble.md ├── index.html ├── intro_cross_validation.md ├── intro_words.md ├── learning_validation_curves.md ├── linear_models.md ├── ml_concepts.md ├── overfitting_vs_underfitting.md ├── regularized_linear_models.md └── trees.md └── workflow-notes.md /.binder/environment.yml: -------------------------------------------------------------------------------- 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