├── .gitignore ├── Fall2016 ├── README.md ├── install_R_Python │ └── installation_help.txt ├── intro.pptx ├── nov18_GBM │ ├── AutoML.ipynb │ ├── GBM.ipynb │ ├── R GBM walkthrough.Rmd │ └── R_GBM_walkthrough.html ├── nov4_LASSO │ ├── Python-RidgeLassoEN.ipynb │ ├── nov4_examples.rtf │ ├── penalized-regression.Rmd │ └── penalized-regression.html ├── oct13_decisionTrees │ ├── Horning 2016.pdf │ ├── Lewicki 2007.pdf │ ├── Python-DecisionTreesRF.ipynb │ └── r-decision-trees.Rmd └── oct21_randomForests │ ├── Python-RF.ipynb │ ├── R-random forests.Rmd │ └── tree.dot ├── Fall2017 ├── Fall2017info ├── Sep22-images-cnn │ ├── Intro_to_CNNs_in_Python.ipynb │ ├── images-cnn-R.Rmd │ ├── images-cnn-R.html │ ├── images-cnn-R │ │ ├── image_001.jpg │ │ ├── image_002.jpg │ │ ├── image_003.jpg │ │ ├── image_004.jpg │ │ ├── image_005.jpg │ │ ├── image_006.jpg │ │ ├── image_007.jpg │ │ ├── image_008.jpg │ │ ├── image_009.jpg │ │ ├── image_010.jpg │ │ ├── image_011.jpg │ │ ├── image_012.jpg │ │ ├── image_013.jpg │ │ ├── image_014.jpg │ │ ├── image_015.jpg │ │ ├── image_016.jpg │ │ ├── image_017.jpg │ │ ├── image_018.jpg │ │ ├── image_019.jpg │ │ └── image_020.jpg │ ├── imgs │ │ ├── alexnet.jpeg │ │ ├── cnn.jpeg │ │ ├── conv_box.gif.png │ │ ├── conv_gif copy.gif.png │ │ ├── conv_gif.gif │ │ ├── depthcol.jpeg │ │ ├── maxpool.jpeg │ │ ├── neural_net2.jpeg │ │ └── pool1.jpeg │ └── utils │ │ └── util.py └── Sep8-neural-nets │ ├── Neural Networks.ipynb │ ├── nn-from-scratch-3-layer-network.png │ └── r-neural-nets.Rmd ├── Fall2018 ├── 1-sep5-PCA │ ├── PCA-R.Rmd │ ├── PCA-R.html │ ├── PCA-python.ipynb │ └── iris.csv ├── 2-sep19-k-means │ ├── k-means-ucr.Rmd │ ├── k-means-ucr.html │ └── readme.md ├── 3-oct3-hier_agg_clust │ ├── Oct3-hier_agg_clust.Rmd │ └── Oct3-hier_agg_clust.html ├── 4-medoids │ ├── medoid-clustering.Rmd │ └── readme.md ├── 5-Oct30-tSNE │ ├── r-tSNE.Rmd │ └── r-tSNE.html └── 6-nov14-umap │ ├── UMAP- ML Working Group.ipynb │ ├── umap-r.Rmd │ └── umap-r.html ├── LICENSE ├── MachineLearningWG.Rproj ├── Math4ML_2017 ├── Math4ML notes July 19.docx ├── Math4ML notes July 5th .docx ├── Math4MLJune7.docx ├── Math4MLMay24.docx └── README.md ├── R and Python installation help.txt ├── README.md ├── Spring2017 ├── Apr14-svm │ ├── SVM basics.ipynb │ ├── proj.png │ └── r-svm.Rmd ├── Apr28-neural-nets │ ├── Neural Networks.ipynb │ ├── nn-from-scratch-3-layer-network.png │ └── r-neural-nets.Rmd ├── Feb17-stepwise │ ├── r-stepwise-selection.Rmd │ ├── r-stepwise-selection.html │ └── stepwise-regression.ipynb ├── Feb3-knn │ ├── Feb3kNN-R.Rmd │ └── KNN-python.ipynb ├── Mar17-gam and mars │ ├── Mar3-gamearth-R.Rmd │ ├── Mar3-gamearth-R.html │ ├── Splines_Take_Two.ipynb │ └── macro.csv ├── Mar3-reg and splines │ ├── Mar3-regsplines-R.Rmd │ ├── Mar3-regsplines-R_files │ │ └── figure-html │ │ │ └── unnamed-chunk-2-1.png │ ├── Mar3-regsplines-py.ipynb │ └── macro.csv ├── May12-lightning │ └── CNNs with Keras.ipynb ├── data │ ├── Boston.csv │ ├── BreastCancer.csv │ └── sleep_VIM.csv └── spring 2017 schedule.rtf ├── Spring2018 ├── Apr11-BoostingTrees │ ├── GBM.ipynb │ └── boosting-R.Rmd ├── Apr25 - Elastic Net │ ├── Elastic Net.ipynb │ └── elastic-net.Rmd ├── Feb28-randomForest │ ├── Random Forest Python.ipynb │ ├── Random Forest R.Rmd │ └── Random_Forest_R.html ├── Jan31-knn │ ├── Jan31knn-R.Rmd │ ├── Jan31knn-R.html │ └── kNN.ipynb └── decision-trees-feb14 │ ├── Python-DecisionTreesRF.ipynb │ └── decision-trees-r.Rmd ├── binder ├── apt.txt ├── binder.md ├── install.R └── runtime.txt └── intro.pptx /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dlab-berkeley/MachineLearningWG/HEAD/.gitignore -------------------------------------------------------------------------------- /Fall2016/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dlab-berkeley/MachineLearningWG/HEAD/Fall2016/README.md 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