├── LICENSE ├── Lab01_Linear_Regression ├── Lab01_Linear_Regression.ipynb └── data.txt ├── Lab02_Logistic_Regression ├── Lab02_Logistic_Regression.ipynb ├── data1.txt └── data2.txt ├── Lab03_Neural_Networks_for_Handwritten_Digit_Recognition_Binary ├── Lab03_Neural_Networks_for_Handwritten_Digit_Recognition_Binary.ipynb ├── X.npy └── y.npy ├── Lab04_Neural_Networks_for_Handwritten_Digit_Recognition_Multiclass ├── Lab04_Neural_Networks_for_Handwritten_Digit_Recognition_Multiclass.ipynb ├── X.npy ├── deeplearning.mplstyle ├── utils.py └── y.npy ├── Lab05_Advice_for_Applying_Machine_Learning ├── Lab05_Advice_for_Applying_Machine_Learning.ipynb ├── deeplearning.mplstyle └── utils.py ├── Lab06_Decision_Trees ├── Lab06_Decision_Trees.ipynb └── images │ ├── 0.png │ ├── 1.png │ ├── 2.png │ ├── 3.png │ ├── 4.png │ ├── 5.png │ ├── 6.png │ ├── 7.png │ ├── 8.png │ └── 9.png ├── Lab07_K-means_Clustering ├── Lab07_K-means_Clustering.ipynb ├── X.npy ├── bird.png └── utils.py ├── Lab08_Anomaly_Detection ├── Lab08_Anomaly_Detection.ipynb ├── X_11D.npy ├── X_2D.npy ├── X_val_11D.npy ├── X_val_2D.npy ├── utils.py ├── y_val_11D.npy └── y_val_2D.npy ├── Lab09_Collaborative_Filtering_Recommender_Systems ├── Lab09_Collaborative_Filtering_Recommender_Systems.ipynb ├── assets │ ├── ColabFilterLearn.png │ └── ColabFilterUse.png ├── small_movie_list.csv ├── small_movies_R.csv ├── small_movies_W.csv ├── small_movies_X.csv ├── small_movies_Y.csv ├── small_movies_b.csv └── utils.py ├── Lab10_Deep_Learning_for_Content-Based_Filtering ├── Lab10_Deep_Learning_for_Content-Based_Filtering.ipynb ├── assets │ ├── DistMatrix.png │ └── RecSysNN.png ├── datasets │ ├── content_bygenre_df.csv │ ├── content_item_train.csv │ ├── content_item_train_header.txt │ ├── content_item_vecs.csv │ ├── content_movie_list.csv │ ├── content_top10_df.csv │ ├── content_user_to_genre.pickle │ ├── content_user_train.csv │ ├── content_user_train_header.txt │ └── content_y_train.csv └── utils.py ├── 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