├── .gitignore ├── L01 ├── 01-ml-overview__notes.pdf └── 01-ml-overview__slides.pdf ├── L02 ├── 02-knn__notes.pdf ├── 02-knn__slides.pdf └── code │ ├── 02_knn_demo.ipynb │ └── iris.csv ├── L03 └── 03-python__notes.pdf ├── L04 ├── 04_scipython__code.ipynb └── images │ ├── numpy-intro │ ├── array_1.png │ ├── array_2.png │ ├── broadcasting-1.png │ ├── broadcasting-2.png │ ├── matmatmul.png │ ├── matmul.png │ ├── numpy-nature-1.png │ ├── random_1.png │ ├── random_2.png │ ├── transpose.png │ └── ufunc.png │ ├── output_171_0.png │ ├── output_173_0.png │ ├── output_174_0.png │ ├── output_176_0.png │ ├── output_178_0.png │ ├── output_180_0.png │ ├── output_181_0.png │ ├── output_183_0.png │ ├── output_185_0.png │ └── output_188_0.png ├── L05 └── code │ ├── 05-bonus-column-transformer.ipynb │ ├── 05-preprocessing-and-sklearn__notes.ipynb │ ├── 05-preprocessing-and-sklearn__slides.pdf │ ├── data │ ├── categoricaldata.csv │ ├── iris.csv │ ├── iris_mod.csv │ └── missingdata.csv │ └── 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 ├── L06 ├── 06-trees__notes.pdf ├── 06-trees__slides.pdf └── code │ ├── 06-trees_demo.ipynb │ └── 06-trees_demo_without_graphviz.ipynb ├── L07 ├── 07-ensembles__notes.pdf ├── 07-ensembles__slides.pdf └── code │ └── 07_code-from-slides.ipynb ├── L08 ├── 08-model-eval-1-intro__notes.pdf └── 08-model-eval-1-intro__slides.pdf ├── L09 ├── 09-eval2-ci__notes.pdf ├── 09-eval2-ci__slides.pdf └── code │ ├── 09-eval2-ci__1_distribution-and-subsampling.ipynb │ ├── 09-eval2-ci__2_holdout-and-repeated-sampling.ipynb │ ├── 09-eval2-ci__3_pessimistic-bias-in-holdout.ipynb │ ├── 09-eval2-ci__4-confidence-intervals_iris.ipynb │ ├── 09-eval2-ci__4-confidence-intervals_mnist.ipynb │ └── 09-eval2-ci__5.ipynb ├── L10 ├── 10_eval3-cv__notes.pdf ├── 10_eval3-cv__slides.pdf └── code │ ├── 10_04_kfold-eval.ipynb │ ├── 10_06_kfold-sele.ipynb │ └── 10_08_1stderr.ipynb ├── L11 ├── 11-eval4-algo__notes.pdf ├── 11-eval4-algo__slides.pdf └── code │ ├── 11-eval4-algo__nested-cv_compact.ipynb │ ├── 11-eval4-algo__nested-cv_verbose1.ipynb │ ├── 11-eval4-algo__nested-cv_verbose2.ipynb │ └── nested-cv-image.png ├── L12 ├── 12_eval5-metrics__slides.pdf └── code │ ├── 12_1_confusion-matrix.ipynb │ ├── 12_2_pre-recall-f1.ipynb │ ├── 12_3_balanced-acc-Copy1.ipynb │ ├── 12_4_roc.ipynb │ ├── wdbc.data │ └── wdbc.names.txt ├── README.md └── report-template ├── examples ├── example-presentations.md ├── example-proposal.pdf └── example-report.pdf ├── project-presentation-assessment.md ├── project-proposal-assessment.md ├── project-report-assessment.md ├── proposal-latex ├── bibliography.bib ├── figures │ ├── google-scholar.pdf │ └── not-own-figure.pdf ├── ieee.bst ├── proposal.pdf ├── proposal.tex └── statcourse.sty └── 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