├── .gitignore ├── .nojekyll ├── LICENSE ├── README.md ├── README3-of-4.pdf ├── check_env.ipynb ├── images ├── bag_of_words.png ├── check_env-1.png ├── check_env-2.png └── download-repo.png ├── notebooks ├── .gitignore ├── 01 Review of Supervised Learning.ipynb ├── 02 Gradient Boosting.ipynb ├── 03 Pipelines.ipynb ├── 04 Evaluation Metrics.ipynb ├── data │ ├── adult.csv │ ├── bank-campaign-desc.text │ ├── bank-campaign.csv │ ├── bike_day_dummies.csv │ ├── bike_day_raw.csv │ ├── german_cc_fraud.csv │ ├── mammography.csv │ └── ram_price.csv └── solutions │ └── bank_campaign.py └── slides ├── 01-reminder-sklearn-api.html ├── 02-gradient-boosting.html ├── 03-pipelines.html ├── 04-model-evaluation.html ├── images ├── PDSH.png ├── api-table.png ├── avg_precision.png ├── binning_quantiles.png ├── boston_bc_scaled_scatter.png ├── boston_hist.png ├── boston_hist_boxcox.png ├── boston_scatter.png ├── breast_cancer_cf_matrix.png ├── classification-report.png ├── classification_report_1.png ├── classification_report_2.png ├── classification_report_3.png ├── coefficients.png ├── column_transformer_schematic.png ├── confusion_matrix.png ├── confusion_matrix_col.png ├── confusion_matrix_digits.png ├── confusion_matrix_norm_pred.png ├── confusion_matrix_norm_true.png ├── esl.png ├── feature_selection_img_17.png ├── feature_selection_img_19.png ├── feature_selection_img_20.png ├── feature_selection_img_22.png ├── feature_selection_img_23.png ├── feature_selection_img_24.png ├── feature_selection_img_27.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_search_cross_validation.png ├── grid_search_cross_validation_new.png ├── grid_search_param.png ├── grid_search_table.png ├── gridsearch_workflow.png ├── hist_gradient_boosting.png ├── imlp.png ├── lasso_alpha_triazine.png ├── logit.png ├── mammography_data.png ├── mape.png ├── matrix-representation.png ├── overfitting_underfitting_cartoon_full.png ├── param_smote_k_neighbours.png ├── pipeline.png ├── pipelines_img_10.png ├── pipelines_img_13.png ├── pipelines_img_17.png ├── pipelines_img_19.png ├── pipelines_img_2.png ├── pipelines_img_24.png ├── pipelines_img_25.png ├── pipelines_img_26.png ├── pipelines_img_27.png ├── pipelines_img_28.png ├── pipelines_img_29.png ├── pipelines_img_3.png ├── pipelines_img_30.png ├── pipelines_img_31.png ├── pipelines_img_32.png ├── pipelines_img_35.png ├── pipelines_img_36.png ├── pipelines_img_4.png ├── pipelines_img_40.png ├── pipelines_img_41.png ├── pipelines_img_42.png ├── pipelines_img_5.png ├── pipelines_img_9.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 ├── regression_boston.png ├── regression_boston_2.png ├── regression_boston_3.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 ├── sklearn-docs.png ├── sklearn_logo.png ├── stopwords_4gram.png ├── supervised-ml-api.png ├── supervised-ml-workflow.png ├── target_vs_feature.png ├── xgboost-binning.png ├── xgboost-criterion.png ├── xgboost-exact.png ├── xgboost_hist_bench.png ├── xgboost_sklearn_bench.png └── zoo.png └── style.css /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amueller/ml-workshop-3-of-4/HEAD/.gitignore -------------------------------------------------------------------------------- /.nojekyll: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 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