├── .gitignore ├── LICENSE ├── README.md ├── week1 - Prediction Problems ├── NN_MNIST │ └── NN_MNIST │ │ ├── MNIST │ │ ├── test_data.npy │ │ ├── test_labels.npy │ │ ├── train_data.npy │ │ └── train_labels.npy │ │ └── Nearest_neighbor_MNIST.ipynb └── NN_spine │ └── NN_spine │ ├── Nearest_neighbor_spine.ipynb │ ├── column_3C.dat │ └── confusion_matrix.png ├── week10 - Deep Learning ├── embedding.pickle └── word-embeddings.ipynb ├── week2 - Generative Modeling I ├── bivariate-gaussian.zip ├── bivariate-gaussian │ └── bivariate-gaussian │ │ └── Bivariate_Gaussian.ipynb ├── winery-bivariate.zip ├── winery-bivariate │ └── winery-bivariate │ │ ├── wine.data.txt │ │ ├── wine.names.txt │ │ └── winery-classification-bivariate.ipynb ├── winery-univariate.zip └── winery-univariate │ └── winery-univariate │ ├── histogram.png │ ├── wine.data.txt │ ├── wine.names.txt │ └── winery-classification-univariate.ipynb ├── week3 - Generative Modeling II ├── generative-mnist.zip ├── generative-mnist │ └── generative-mnist │ │ ├── generative_mnist.ipynb │ │ ├── t10k-images-idx3-ubyte.gz │ │ ├── t10k-labels-idx1-ubyte.gz │ │ ├── train-images-idx3-ubyte.gz │ │ └── train-labels-idx1-ubyte.gz ├── winery-multivariate.zip └── winery-multivariate │ └── winery-multivariate │ ├── wine.data.txt │ ├── wine.names.txt │ └── winery-classification-gaussian.ipynb ├── week4 - Linear Regression and Probability Estimation ├── diabetes-regression │ ├── diabetes-data.csv │ └── diabetes-regression.ipynb ├── mystery.dat ├── mystery.ipynb └── sentiment-logistic-regression │ ├── sentiment_labelled_sentences │ ├── amazon_cells_labelled.txt │ ├── full_set.txt │ ├── imdb_labelled.txt │ ├── readme.txt │ └── yelp_labelled.txt │ └── sentiment_logistic_regression.ipynb ├── week5 - Optimization and Geometry ├── DSE220x_PA5.zip ├── DSE220x_PA5 │ ├── DSE220x_PA5 │ │ └── ridge-regression.ipynb │ └── __MACOSX │ │ ├── ._DSE220x_PA5 │ │ └── DSE220x_PA5 │ │ └── ._ridge-regression.ipynb └── Week5Slides │ └── 5 │ ├── convexity1-handout.pdf │ ├── convexity2-handout.pdf │ ├── linalg-4-handout.pdf │ ├── unconstrained-optimization-1-handout.pdf │ ├── unconstrained-optimization-2-handout.pdf │ └── unconstrained-optimization-3-handout.pdf ├── week6 - Support Vector Machines and Kernels ├── SentimentSVM │ └── sentiment_svm │ │ ├── sentiment-svm.ipynb │ │ └── sentiment_labelled_sentences │ │ ├── amazon_cells_labelled.txt │ │ ├── full_set.txt │ │ ├── imdb_labelled.txt │ │ ├── readme.txt │ │ └── yelp_labelled.txt ├── multiclass │ └── multiclass │ │ ├── data_3.txt │ │ ├── data_4.txt │ │ └── multiclass-experiments.ipynb └── perceptron_at_work │ └── perceptron_at_work │ ├── data_1.txt │ ├── data_2.txt │ └── perceptron_at_work.ipynb ├── week7 - Combining Simple Classifiers └── Programming Assignment 7 │ ├── DSE220x_PA7.zip │ ├── DSE220x_PA7 │ ├── SVR for handwritten digit recognition.ipynb │ ├── data1.txt │ ├── data2.txt │ ├── data3.txt │ ├── data4.txt │ ├── data5.txt │ ├── kernel_SVM_and_Perceptron.ipynb │ ├── t10k-images-idx3-ubyte.gz │ ├── t10k-labels-idx1-ubyte.gz │ ├── train-images-idx3-ubyte.gz │ └── train-labels-idx1-ubyte.gz │ └── __MACOSX │ ├── ._DSE220x_PA7 │ └── DSE220x_PA7 │ ├── ._.ipynb_checkpoints │ ├── ._data1.txt │ ├── ._data2.txt │ ├── ._data3.txt │ ├── ._data4.txt │ ├── ._data5.txt │ └── ._kernel_SVM_and_Perceptron.ipynb ├── week8 - Pepresentation Learning I ├── AwA-base.tar.bz2 ├── AwA-base │ └── Animals_with_Attributes │ │ ├── Features │ │ └── README-features.txt │ │ ├── README-attributes.txt │ │ ├── classes.txt │ │ ├── lampert-cvpr2009.pdf │ │ ├── predicate-matrix-binary.txt │ │ ├── predicate-matrix-continuous.txt │ │ ├── predicate-matrix.png │ │ ├── predicates.txt │ │ ├── testclasses.txt │ │ └── trainclasses.txt ├── animals-clustering.ipynb ├── classes.txt └── predicate-matrix-continuous.txt └── week9 - 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