├── .gitignore ├── 01_overview ├── 01_ml-overview_notes.pdf └── 01_ml-overview_slides.pdf ├── 02_knn ├── 02_knn_demo.ipynb ├── 02_knn_notes.pdf ├── 02_knn_slides.pdf └── iris.csv ├── 03_python └── 03_python_notes.pdf ├── 04_scipython ├── 04_scipython_notes.ipynb ├── 04_scipython_notes.pdf └── images │ └── numpy-intro │ ├── array_1.png │ ├── array_2.png │ ├── broadcasting-1.png │ ├── broadcasting-2.png │ ├── matmatmul.png │ ├── matmul.png │ ├── random_1.png │ ├── random_2.png │ ├── transpose.png │ └── ufunc.png ├── 05_sklearn ├── 05_sklearn_notes.ipynb ├── 05_sklearn_slides.pdf └── images │ ├── decisionreg.pdf │ ├── eda.pdf │ ├── estimator-api.pdf │ ├── estimator-api.png │ ├── holdout-tuning.pdf │ ├── holdout-tuning.png │ ├── iris-subsampling.pdf │ ├── iris-subsampling.png │ ├── sklearn-pipeline.pdf │ ├── sklearn-pipeline.png │ ├── transformer-api.pdf │ └── transformer-api.png ├── 06_trees ├── 06_trees_demo.ipynb ├── 06_trees_notes.pdf └── 06_trees_slides.pdf ├── 07_ensembles ├── 07_ensembles_notes.pdf └── 07_ensembles_slides.pdf ├── 08_eval-intro ├── 08_eval-intro_notes.pdf └── 08_eval-intro_slides.pdf ├── 09_eval-ci ├── 09_eval-ci_code.ipynb ├── 09_eval-ci_notes.pdf └── 09_eval-ci_slides.pdf ├── 10_eval-cv ├── 10_eval-cv_code.ipynb ├── 10_eval-cv_notes.pdf └── 10_eval-cv_slides.pdf ├── 11_eval-algo ├── 11_eval-algo_code.ipynb ├── 11_eval-algo_notes.pdf └── 11_eval-algo_slides.pdf ├── 12_eval-metrics └── 12_eval-metrics_slides.pdf ├── 13_feat-sele ├── 13_feat-sele_code.ipynb ├── 13_feat-sele_slides.pdf └── code-figures │ ├── logreg.png │ └── multinomial-logreg.png ├── 14_feat-extract ├── 14_feat-extract_code.ipynb └── 14_feat-extract_slides.pdf ├── README.md ├── dl-course-info.md ├── hw_01 ├── hw01.ipynb ├── test_data.txt └── train_data.txt ├── hw_02 ├── hw02.ipynb ├── some_digit.png └── tree-viz-1.png ├── hw_03 ├── data │ ├── wdbc.data │ └── wine.data ├── helper.py ├── hw3.ipynb └── images │ ├── conf-1.png │ ├── conf-2.png │ └── hint-1.png ├── other ├── 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