├── .gitignore ├── AllenNLP_0.ipynb ├── AllenNLP_1.ipynb ├── AllenNLP_2.ipynb ├── AllenNLP_3.ipynb ├── AllenNLP_4.ipynb ├── AllenNLP_5.ipynb ├── AllenNLP_6.ipynb ├── Features.ipynb ├── ImageClassifier.ipynb ├── IntroPyTorch.ipynb ├── Library_Comparison.ipynb ├── NetworkExamples_0.ipynb ├── NetworkExamples_1.ipynb ├── NetworkExamples_2.ipynb ├── NetworkExamples_3.ipynb ├── NetworkExamples_4.ipynb ├── NetworkExamples_5.ipynb ├── Outline.ipynb ├── README.md ├── WhatIsML.ipynb ├── data ├── garments.csv.gz ├── imagenet_class_index.json ├── linear_failure.csv ├── parts-of-speech-model.pkl ├── pets.csv ├── sentiment-model.pkl └── stanford │ ├── README.md │ ├── dev.txt │ ├── test.txt │ └── train.txt ├── environment.yml ├── img ├── Crisopid_July_2013-9.jpg ├── GAN-2021-03-15T21:49:51.052575.png ├── GAN-celebs.png ├── GAN-generated-distributions.png ├── GAN-nudes.png ├── basic-perceptron.png ├── cannot-brain.jpg ├── cell-image.png ├── dqm-bokeh-palms.jpg ├── gan_schema.png ├── garment-model.png ├── garment-regressor.png ├── gers_lstm.png ├── inception-v3.png ├── open-notebook.png ├── prediction-vs-size.png ├── rainbow-butterfly-unicorn-kitten.jpg ├── random-perceptron.png ├── random-perceptron.svg └── sklearn-topics.png ├── requirements.txt ├── scratch └── LearnCurve.ipynb └── src ├── README.md ├── find-exp-torch.py ├── mglearn ├── __init__.py ├── datasets.py ├── make_blobs.py ├── plot_2d_separator.py ├── plot_agglomerative.py ├── plot_animal_tree.py ├── plot_cross_validation.py ├── plot_decomposition.py ├── plot_grid_search.py ├── plot_helpers.py ├── plot_improper_preprocessing.py ├── plot_interactive_tree.py ├── plot_kmeans.py ├── plot_kneighbors_regularization.py ├── plot_knn_classification.py ├── plot_knn_regression.py ├── plot_linear_regression.py ├── plot_linear_svc_regularization.py ├── plot_metrics.py ├── plot_nmf.py ├── plot_nn_graphs.py ├── plot_pca.py ├── plot_rbf_svm_parameters.py ├── plot_scaling.py ├── plot_tree_nonmonotonous.py ├── plots.py └── tools.py ├── 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