├── .gitignore ├── .nojekyll ├── LICENSE ├── README.md ├── check_env.ipynb ├── images ├── bag_of_words.png ├── check_env-1.png ├── check_env-2.png └── download-repo.png ├── notebooks ├── .gitignore ├── 01 Imbalanced Datasets.ipynb ├── 02 Feature selection.ipynb ├── 03 working with text data.ipynb ├── 04 Custom Estimators.ipynb ├── data │ ├── adult.csv │ ├── bank-campaign-desc.text │ ├── bank-campaign.csv │ ├── bike_day_dummies.csv │ ├── bike_day_raw.csv │ ├── german_cc_fraud.csv │ └── ram_price.csv └── solutions │ ├── bank_campaing_sgd.py │ ├── custom_estimators.py │ └── feature_importance.py └── slides ├── 01-imbalanced-data.html ├── 02-feature-selection.html ├── 03-working-with-text-data.html ├── images ├── PDSH.png ├── api-table.png ├── avg_precision.png ├── bag_of_words.png ├── basic_approaches.png ├── bigrams_toy_example.png ├── binary_loss.png ├── boston_bc_scaled_scatter.png ├── boston_hist.png ├── boston_hist_boxcox.png ├── boston_scatter.png ├── breast_cancer_cf_matrix.png ├── char_ngram_1.png ├── char_ngram_2.png ├── char_ngram_3.png ├── char_ngram_4.png ├── char_ngram_5.png ├── classification-report.png ├── classification_report_1.png ├── classification_report_2.png ├── classification_report_3.png ├── coefficients.png ├── comp_word_char_1.png ├── comp_word_char_2.png ├── comp_word_char_3.png ├── comp_word_char_4.png ├── confusion_matrix.png ├── confusion_matrix_col.png ├── curves_logreg.png ├── curves_rf.png ├── data_loading.png ├── edited_condensed_nn.png ├── edited_nearest_neighbour.png ├── edited_nearest_neighbour_2.png ├── esl.png ├── fancy_impute_comparison.png ├── feature_selection_img_1.png ├── feature_selection_img_12.png ├── feature_selection_img_13.png ├── feature_selection_img_17.png ├── feature_selection_img_19.png ├── feature_selection_img_2.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 ├── feature_selection_img_4.png ├── feature_selection_img_5.png ├── feature_selection_img_9.png ├── grid_search_cross_validation.png ├── grid_search_param.png ├── grid_search_table.png ├── gridsearch_workflow.png ├── imdb_char_ngrams.png ├── imdb_data_params.png ├── imlp.png ├── infreq_words_1.png ├── infreq_words_2.png ├── infreq_words_3.png ├── infreq_words_4.png ├── knn_scaling.png ├── knn_scaling2.png ├── large_scale_text_vec_1.png ├── large_scale_text_vec_2.png ├── linear_boundary_vector.png ├── linear_svm_regularization.png ├── mammography_data.png ├── mammography_data_2.png ├── mammography_features23.png ├── mape.png ├── matrix-representation.png ├── mean_knn_rf_comparison.png ├── nationality_name_1.png ├── nationality_name_2.png ├── near_drop_in_replacement.png ├── ngrams_imdb.png ├── other_types_of_text_data.png ├── overfitting_underfitting_cartoon_full.png ├── ovo_boundaries.png ├── ovo_lines.png ├── ovr_boundaries.png ├── ovr_lines.png ├── param_smote_k_neighbors.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_33.png ├── pipelines_img_34.png ├── pipelines_img_35.png ├── pipelines_img_36.png ├── pipelines_img_37.png ├── pipelines_img_38.png ├── pipelines_img_4.png ├── pipelines_img_40.png ├── pipelines_img_41.png ├── pipelines_img_42.png ├── pipelines_img_5.png ├── pipelines_img_6.png ├── pipelines_img_9.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_curves_for_logreg.png ├── roc_curves_for_rf.png ├── roc_svc_rf_curve.png ├── roc_vs_pr.png ├── roc_vs_pr_smote.png ├── sgd_img_1.png ├── sgd_img_10.png ├── sgd_img_11.png ├── sgd_img_12.png ├── sgd_img_13.png ├── sgd_img_14.png ├── sgd_img_15.png ├── sgd_img_16.png ├── sgd_img_17.png ├── sgd_img_18.png ├── sgd_img_19.png ├── sgd_img_3.png ├── sgd_img_4.png ├── sgd_img_9.png ├── sgd_img_math_1.png ├── single_words.png ├── sklearn-docs.png ├── sklearn_logo.png ├── smote.png ├── smote_3.png ├── smote_k_neighbors.png ├── smote_k_neighbours.png ├── smote_mammography.png ├── stop_words.png ├── stop_words_bigram.png ├── stopwords_1.png ├── stopwords_2.png ├── stopwords_3.png ├── stopwords_4gram.png ├── supervised-ml-api.png ├── supervised-ml-workflow.png ├── svm_or_lr.png ├── target_vs_feature.png ├── tfidf_trans.png ├── tokenization.png ├── toy_example.png ├── toy_example_1.png ├── toy_example_2.png ├── toy_example_bag.png ├── typical_text_data_1.png ├── typical_text_data_2.png ├── 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