├── README.md ├── bayesian-methods-for-ml ├── README.md ├── setup_google_colab.py ├── week2 │ ├── Week2_em_assignment.ipynb │ └── w2_grader.py ├── week4 │ ├── Week4_mcmc_assignment.ipynb │ ├── adult_us_postprocessed.csv │ └── w4_grader.py ├── week5 │ ├── CVAE.png │ ├── VAE.png │ ├── Week5_Vae_assignment.ipynb │ └── w5_grader.py ├── week6 │ ├── Week6_gp_assignment.ipynb │ └── w6_grader.py └── week7_(final_project) │ ├── CelebA_VAE_small_8.h5 │ ├── finding_suspect.ipynb │ └── utils.py ├── competitive-data-science ├── README.md ├── Reading materials │ ├── EDA_Springleaf_screencast.ipynb │ ├── EDA_video2.ipynb │ ├── EDA_video3_screencast.ipynb │ ├── GBM_drop_tree.ipynb │ ├── Hyperparameters_tuning_video2_RF_n_estimators.ipynb │ ├── Macros.ipynb │ ├── Metrics_video2_constants_for_MSE_and_MAE.ipynb │ ├── Metrics_video3_weighted_median.ipynb │ └── Metrics_video8_soft_kappa_xgboost.ipynb ├── final_project │ └── predict-future-sales.ipynb ├── readonly │ ├── KNN_features_data │ │ ├── X.npz │ │ ├── X_test.npz │ │ ├── Y.npy │ │ ├── Y_test.npy │ │ └── knn_feats_test_first50.npy │ └── data_leakages_data │ │ └── test_pairs.csv ├── week_1 │ ├── GBM_drop_tree.ipynb │ ├── Notes.md │ ├── PandasBasics.ipynb │ └── grader.py ├── week_2 │ ├── Data leakages.ipynb │ ├── EDA_Springleaf_screencast.ipynb │ ├── EDA_video2.ipynb │ ├── EDA_video3_screencast.ipynb │ └── Notes.md ├── week_3 │ ├── Metrics_video2_constants_for_MSE_and_MAE.ipynb │ ├── Metrics_video3_weighted_median.ipynb │ ├── Metrics_video8_soft_kappa_xgboost.ipynb │ ├── Notes.md │ ├── Programming_assignment_week_3.ipynb │ └── grader.py ├── week_4 │ ├── Programming_assignment_week_4.ipynb │ └── grader.py └── week_5 │ ├── compute_KNN_features.ipynb │ └── grader.py ├── deep-learining-in-computer-vision ├── .gitignore ├── README.md ├── requirements.txt ├── week1 │ └── image_alignment_task.ipynb ├── week2 │ └── Facial keypoints.ipynb ├── week3 │ ├── .gitignore │ ├── Face_Detection.ipynb │ ├── README.md │ ├── get_data.py │ ├── graph.py │ ├── prepare_data.ipynb │ └── scores.py ├── week4 │ ├── .gitignore │ ├── Face Recognition task.ipynb │ └── get_data.py └── week5 │ ├── gan_faces.ipynb │ ├── gitignore │ ├── ops.py │ └── utils.py ├── hadron-collider-machine-learning ├── .gitignore ├── README.md ├── requirements.txt ├── week1 │ ├── README.md │ ├── Zmumu.csv │ ├── grading.py │ └── week1_assignment.ipynb ├── week2 │ ├── Particle_identification.ipynb │ ├── README.md │ ├── pic │ │ ├── features.jpeg │ │ └── pid.jpg │ └── utils.py ├── week3 │ ├── .gitignore │ ├── README.md │ ├── index.ipynb │ └── utils.py ├── week4 │ ├── README.md │ └── index.ipynb └── week5 │ ├── README.md │ ├── pic │ ├── system.png │ └── tracks.png │ ├── submission_file.csv │ ├── tracker.ipynb │ └── utils.py ├── intro-to-deep-learning ├── README.md ├── download_resources.ipynb ├── download_utils.py ├── grading.py ├── keras_utils.py ├── setup_google_colab.py ├── tqdm_utils.py ├── week1 │ ├── kernel.png │ ├── sgd.png │ ├── target.npy │ ├── train.npy │ └── week01_pa.ipynb ├── week2 │ ├── Going deeper with Tensorflow.ipynb │ ├── Keras-task.ipynb │ ├── MNIST digits classification with TensorFlow.ipynb │ ├── NumpyNN (honor).ipynb │ ├── frankenstein.png │ ├── preprocessed_mnist.py │ ├── util.py │ └── v2 │ │ ├── digits_classification.ipynb │ │ ├── grading_utils.py │ │ ├── ill-conditioned-demo.ipynb │ │ ├── images │ │ ├── TensorBoard.jpg │ │ ├── gradient_descent.png │ │ └── mnist_sample.png │ │ ├── intro_to_tensorflow.ipynb │ │ ├── matplotlib_utils.py │ │ ├── mnist_with_keras.ipynb │ │ ├── preprocessed_mnist.py │ │ └── tensorflow_examples_from_video.ipynb ├── week3 │ ├── grading_utils.py │ ├── images │ │ ├── center_crop.jpg │ │ ├── cifar10.jpg │ │ ├── flowers.jpg │ │ └── inceptionv3.png │ ├── week3_task1_first_cnn_cifar10_clean.ipynb │ └── week3_task2_fine_tuning_clean.ipynb ├── week4 │ ├── Adversarial-task.ipynb │ ├── Autoencoders-task.ipynb │ ├── images │ │ ├── autoencoder.png │ │ ├── denoising.jpg │ │ ├── gan.png │ │ ├── noise_to_face.png │ │ ├── nvidia_cool_gan.png │ │ ├── pca.png │ │ ├── similar_images.jpg │ │ └── transpose_conv.jpg │ ├── lfw_dataset.py │ ├── submit.py │ └── submit_honor.py ├── week5 │ ├── POS-task.ipynb │ ├── RNN-task.ipynb │ ├── char-nn.png │ ├── data_copyright │ ├── mtg_card_names.txt │ ├── names │ ├── rnn.png │ └── submit.py └── week6 │ ├── grading_utils.py │ ├── images │ ├── encoder_decoder.png │ ├── encoder_decoder_explained.png │ ├── flatten_help.jpg │ └── inceptionv3.png │ ├── utils.py │ └── week6_final_project_image_captioning_clean.ipynb ├── natural-language-processing ├── README.md ├── common │ ├── README.md │ ├── __init__.py │ ├── download_utils.py │ ├── requirements_colab.txt │ └── tqdm_utils.py ├── setup_google_colab.py ├── week1 │ ├── grader.py │ ├── lemmatization_demo.ipynb │ ├── metrics.py │ ├── tfidf_demo.ipynb │ └── week1-MultilabelClassification.ipynb └── week3 │ ├── grader.py │ ├── util.py │ └── week3-Embeddings.ipynb └── practical-reinforcement-learning ├── .gitignore ├── Amazon GPU howto.md ├── Dockerfile ├── LICENSE.md ├── README.md ├── __pycache__ └── grading.cpython-36.pyc ├── deployment.md ├── docker ├── Dockerfile ├── README.md └── run_jupyter.sh ├── extra_packages.md ├── grading.py ├── requirements.txt ├── week_1 ├── crossentropy_method.ipynb ├── deep_crossentropy_method.ipynb ├── gym_interface.ipynb ├── primer │ ├── mnist.py │ ├── recap_ml.ipynb │ ├── recap_tensorflow.ipynb │ └── train.csv ├── submit.py └── videos │ ├── openaigym.episode_batch.0.26212.stats.json │ ├── openaigym.episode_batch.1.26212.stats.json │ ├── openaigym.manifest.0.26212.manifest.json │ ├── openaigym.manifest.1.26212.manifest.json │ ├── openaigym.video.1.26212.video000000.meta.json │ ├── openaigym.video.1.26212.video000000.mp4 │ ├── openaigym.video.1.26212.video000001.meta.json │ ├── openaigym.video.1.26212.video000001.mp4 │ ├── openaigym.video.1.26212.video000008.meta.json │ ├── openaigym.video.1.26212.video000008.mp4 │ ├── openaigym.video.1.26212.video000027.meta.json │ ├── openaigym.video.1.26212.video000027.mp4 │ ├── openaigym.video.1.26212.video000064.meta.json │ └── openaigym.video.1.26212.video000064.mp4 ├── week_2 ├── mdp.py ├── mdp_get_action_value.py ├── practice_vi.ipynb └── submit.py ├── week_3 ├── experience_replay.ipynb ├── qlearning.ipynb ├── qlearning.py ├── sarsa.ipynb └── submit.py ├── week_4 ├── dqn_atari.ipynb ├── framebuffer.py ├── practice_approx_qlearning.ipynb ├── replay_buffer.py ├── submit.py └── videos │ ├── openaigym.episode_batch.0.20975.stats.json │ ├── openaigym.episode_batch.1.20975.stats.json │ ├── openaigym.manifest.1.20975.manifest.json │ ├── openaigym.video.1.20975.video000000.meta.json │ ├── openaigym.video.1.20975.video000000.mp4 │ ├── openaigym.video.1.20975.video000001.meta.json │ ├── openaigym.video.1.20975.video000001.mp4 │ ├── openaigym.video.1.20975.video000008.meta.json │ ├── openaigym.video.1.20975.video000008.mp4 │ ├── openaigym.video.1.20975.video000027.meta.json │ ├── openaigym.video.1.20975.video000027.mp4 │ 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