├── .gitignore ├── README.md ├── teach-ML-CEU-master-bizanalytics.Rproj ├── wk01 ├── lab │ ├── README.md │ └── h2o-test-installation.R └── lect │ └── README.md ├── wk02 ├── lab │ ├── README.md │ ├── data │ │ └── kc_house_data.csv │ └── overfitting.R └── lect │ ├── 1-train_test_overfit_regul │ ├── 1-model_fit.R │ ├── 2a-train_test_err.R │ ├── 2b-train_test_err-avg.R │ └── 3-regul-lasso.R │ ├── 2-data_algos_score_confmx │ ├── 0-data.R │ ├── 1-trees.R │ ├── 2-random_forest.R │ └── 3-gbm.R │ ├── README.md │ └── data │ └── spam.csv ├── wk03 ├── lab │ └── README.md └── lect │ ├── 3-CV-ROC │ ├── 4-cross_val.R │ └── 5-roc_curve.R │ └── README.md ├── wk04 ├── lab │ └── README.md └── lect │ ├── 1-unsup │ ├── 1-kmeans.R │ └── 2-hclust.R │ └── README.md ├── wk09 ├── lab │ └── README.md └── lect │ ├── 0-getdata │ └── getdata.R │ ├── 1-LR │ ├── 1-glmnet.R │ ├── 2-vw.txt │ └── 3-h2o.R │ ├── 2-RF │ ├── 1-h2o.R │ └── 2-xgboost.R │ ├── 3-GBM │ ├── 1-h2o.R │ ├── 2-xgboost.R │ └── 3-lightgbm.R │ ├── README.md │ └── data │ └── airline100K.csv ├── wk10 ├── lab │ └── README.md └── lect │ ├── 1-SVM │ └── Rlibsvm.R │ ├── 2-NN │ └── h2o.R │ ├── 3-DL_CNN │ ├── 0a-install-gpu.txt │ ├── 0b-utils.txt │ ├── 1z-keras.R │ └── more_libs │ │ ├── 0-install-gpu.txt │ │ ├── 0a-mnist_to_csv.py │ │ ├── 0b-utils.txt │ │ ├── 1-keras.py │ │ ├── 1a-keras-run-tf.txt │ │ ├── 1x-keras-xtra.py │ │ ├── 1z-keras.R │ │ ├── 2-mxnet.R │ │ └── 2a-mxnet-run.txt │ └── README.md ├── wk11 ├── lab │ └── README.md └── lect │ ├── 3-hyperparam_search │ ├── h2o.Rmd │ └── h2o.html │ ├── 4-ensembles │ ├── h2o.Rmd │ └── h2o.html │ └── README.md ├── wk12 ├── lab │ └── README.md └── lect │ └── README.md └── z_misc ├── 1-sample_exam_questions.md └── old_prev_year ├── 0-suplearn_outline_notes.md ├── 1-sample_exam_questions.md ├── 2a-ds_project_example ├── credit.Rmd └── credit.html └── 2b-homework_data_analysis_project.md /.gitignore: -------------------------------------------------------------------------------- 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