├── .gitignore ├── README.md ├── hw01 ├── README.md ├── SklearnFirstClassifiers.ipynb └── Syntax.ipynb ├── hw02 ├── KNN.ipynb ├── NaiveBayes.ipynb ├── NumpyScipy.ipynb ├── Polynom.ipynb └── README.md ├── hw04 ├── README.md └── SimpleGB.ipynb ├── hw05 └── README.md ├── lecture01 └── L1_Introduction.pdf ├── lecture02 └── L2_MathAndSimpleMethods.pdf ├── lecture03 └── L3_LinearModels.pdf ├── lecture04 └── L4_Trees_Ensembles_and_Features.pdf ├── lecture05 └── L5_Validation.pdf ├── lecture06 └── L6_Unsupervised.pdf ├── lecture07 └── L7_NeuralNets_p1.pdf ├── requirements.txt ├── seminar01 ├── SklearnFirstClassifiers.ipynb ├── SyntaxPart1.ipynb ├── SyntaxPart2.ipynb └── bioresponse.csv ├── seminar02 ├── KNN.ipynb ├── NaiveBayes.ipynb ├── Numpy.ipynb ├── Scipy.ipynb ├── numpy_fancy_indexing.png └── numpy_indexing.png ├── seminar03 ├── Proximal_operator.pdf ├── linear_models_warmup.ipynb ├── pics │ ├── 3_datasets.png │ ├── bag_of_words.png │ ├── convex_function_3d.png │ ├── normalization.png │ ├── overfitting.png │ ├── regularization.png │ ├── sgd_vs_gd.png │ └── tfidf.png ├── sklearn.linear_model_part1.ipynb ├── sklearn.linear_model_part2.ipynb └── text_classification.ipynb ├── seminar04 ├── 01_TreeVisualization.ipynb ├── 02_Bagging.ipynb ├── 03_Boosting.ipynb ├── 04_ComparingRandomForestAndGradientBoosting.ipynb ├── 05_BiasVariance.ipynb ├── 06_ExtractFeaturesFromDecisionTree.ipynb ├── HR.csv └── ml_bias_variance.png ├── seminar05 ├── ClassificationMetrics.ipynb ├── RegressionMetrics.ipynb └── StatisticalTests.ipynb ├── seminar06 ├── 01_ClusteringIntroduction.ipynb ├── 02_ClusteringText.ipynb ├── 03_ClusteringTextAdvanced.ipynb ├── 04_ClusteringTextWord2Vec.ipynb ├── 05_CustomerSegmentation.ipynb ├── opencorpora_for_word2vec.txt └── transactions.csv.zip └── seminar07 ├── dl_images.ipynb ├── dl_texts.ipynb ├── dl_theory.ipynb └── pics ├── hog.png ├── matrix_mult_w_one_hot.png ├── pooling.png └── simple_convolution.jpg /.gitignore: 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