├── .gitignore ├── README.md ├── association_rules ├── slides_arules_ee.ipynb └── slides_arules_simple.ipynb ├── classification ├── interactive_dt.py ├── slides_activation_graphs.ipynb ├── slides_classification.Rmd ├── slides_classification.ipynb ├── slides_classification_cv.ipynb ├── slides_classification_feature_engineering.ipynb ├── slides_classification_visualizations.ipynb ├── slides_naive_bayes.ipynb └── slides_resampling.ipynb ├── clustering ├── slides_clustering.Rmd ├── slides_clustering.ipynb ├── slides_clustering_eval.ipynb ├── slides_clustering_interpret.ipynb ├── slides_clustering_mixed.ipynb └── slides_dendrograms.ipynb ├── data ├── .gitignore ├── GermanCredit.csv ├── HR_comma_sep.csv ├── KCU.csv ├── Mall_Customers.csv ├── Mall_Customers_With_output.csv ├── Master.csv ├── OJ.csv ├── adult.csv ├── bank-additional │ ├── bank-additional-full.csv │ ├── bank-additional-names.txt │ └── bank-additional.csv ├── bank.csv ├── clustering_exec.csv ├── creditcard_sample.csv ├── crx.csv ├── diabetes_orig.csv ├── diabetic_data.csv ├── generate_german.ipynb ├── generate_marketing.ipynb ├── generated_german.csv ├── generated_german_cat.csv ├── generated_marketing.csv ├── generated_marketing_extreme.csv ├── groceries.csv ├── groceries_exec.csv ├── islr_credit.csv ├── krkopt.csv ├── laheart.csv ├── loan_small.csv ├── spaceship_titanic_sample_submission.csv ├── spaceship_titanic_test.csv └── spaceship_titanic_train.csv ├── distance_metrics ├── slides_distance_metrics.ipynb └── slides_distance_metrics_mixed.ipynb ├── ensemble ├── boosting.ipynb ├── slides_ensemble.Rmd ├── slides_ensemble.ipynb └── slides_ensemble_study.ipynb ├── feature_selection └── slides_feature_selection.ipynb ├── hyperparam_tuning ├── optuna_example.ipynb └── sklearn_example.ipynb ├── imbalance ├── interactive_imbalance.py └── slides_imbalance.ipynb ├── leakage └── slides_leakage.ipynb ├── performance_metrics ├── slides_performance.ipynb └── slides_performance_metrics.ipynb ├── pipeline ├── custom_transformers.ipynb └── slides_pipeline.ipynb ├── project └── 2026 869 Project Template.ipynb ├── rec_sys ├── slides_recsys.ipynb └── slides_recsys_arules.ipynb ├── sentiment_analysis └── slides_study.ipynb ├── sna ├── slides_sna.ipynb └── slides_sna_igraph.Rmd └── videos └── video_hyperparam.ipynb /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stepthom/869_course/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/stepthom/869_course/HEAD/README.md -------------------------------------------------------------------------------- /association_rules/slides_arules_ee.ipynb: -------------------------------------------------------------------------------- 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