├── .gitignore ├── Jenkinsfile ├── LICENSE ├── README.md ├── learntools ├── README.md ├── __init__.py ├── bqml │ ├── __init__.py │ ├── ex1.py │ ├── ex3.py │ ├── ex4.py │ └── ex5.py ├── computer_vision │ ├── __init__.py │ ├── cv_prelude.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ ├── ex6.py │ └── visiontools.py ├── core │ ├── ISSUES.md │ ├── README.md │ ├── __init__.py │ ├── asserts.py │ ├── colors.py │ ├── constants.py │ ├── exceptions.py │ ├── globals_binder.py │ ├── multiproblem.py │ ├── problem.py │ ├── problem_view.py │ ├── richtext.py │ ├── tracking.py │ └── utils.py ├── data_cleaning │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ └── ex5.py ├── data_viz_to_coder │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ ├── ex6.py │ └── ex7.py ├── deep_learning │ ├── __init__.py │ ├── decode_predictions.py │ ├── ex_tpu.py │ ├── exercise_1.py │ ├── exercise_2.py │ ├── exercise_3.py │ ├── exercise_4.py │ ├── exercise_5.py │ ├── exercise_7.py │ └── exercise_8.py ├── deep_learning_intro │ ├── __init__.py │ ├── dltools.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ └── ex6.py ├── embeddings │ ├── __init__.py │ ├── ex1_embedding_layers.py │ ├── ex2_factorization.py │ ├── ex3_gensim.py │ ├── ex4_tsne.py │ └── solns │ │ ├── __init__.py │ │ ├── ex2_recommend_function.py │ │ └── ex2_recommend_nonobscure.py ├── ethics │ ├── __init__.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ └── ex5.py ├── feature_engineering │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ └── ex4.py ├── feature_engineering_new │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ └── ex6.py ├── game_ai │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ └── ex4.py ├── gans │ ├── .DS_Store │ ├── __init__.py │ ├── discriminators.py │ ├── gan_utils.py │ └── generators.py ├── geospatial │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ └── tools.py ├── intro_to_programming │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex4_old.py │ ├── ex4q5.py │ └── ex5.py ├── machine_learning │ ├── __init__.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ ├── ex6.py │ ├── ex7.py │ ├── ex8.py │ └── ex_automl.py ├── ml_explainability │ ├── __init__.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ └── ex5.py ├── ml_insights ├── ml_intermediate │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ ├── ex6.py │ └── ex7.py ├── nlp │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ └── ex3.py ├── pandas │ ├── __init__.py │ ├── creating_reading_and_writing.py │ ├── data_types_and_missing_data.py │ ├── grouping_and_sorting.py │ ├── indexing_selecting_and_assigning.py │ ├── renaming_and_combining.py │ └── summary_functions_and_maps.py ├── python │ ├── Writing_Exercises.md │ ├── __init__.py │ ├── blackjack.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ ├── ex6.py │ ├── ex7.py │ ├── jimmy_slots.py │ ├── luigi_analysis.py │ ├── quickdraw.py │ ├── roulette.py │ └── solns │ │ ├── __init__.py │ │ ├── blackjack_gt.py │ │ ├── diamond.py │ │ ├── jimmygraph.py │ │ ├── multi_word_search.py │ │ ├── roulette_analysis.py │ │ └── word_search.py ├── sql │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ └── ex6.py ├── sql_advanced │ ├── __init__.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ └── ex4.py ├── time_series │ ├── __init__.py │ ├── checking_utils.py │ ├── ex1.py │ ├── ex2.py │ ├── ex3.py │ ├── ex4.py │ ├── ex5.py │ ├── ex5setup.py │ ├── ex6.py │ ├── style.py │ └── utils.py └── time_series_with_siraj │ ├── __init__.py │ ├── ex1.py │ └── input │ └── sp500.csv ├── notebooks ├── .gitignore ├── ISSUES.md ├── MACROS.txt ├── README.md ├── bqml │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ └── tut1.ipynb │ └── track_meta.py ├── clean.py ├── computer_vision │ ├── __init__.py │ ├── default.yaml │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── ex_tpus.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ ├── tut6.ipynb │ │ └── tut_tpus.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── data_cleaning │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ks-projects-201801-utf8.csv │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ └── tut5.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ ├── track_meta.py │ └── working │ │ └── README.md ├── data_viz_to_coder │ ├── __init__.py │ ├── input │ │ └── museum_visitors.csv │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── ex7.ipynb │ │ ├── images │ │ │ ├── ex0_run_code.png │ │ │ ├── ex1_museums.png │ │ │ ├── ex1_xlsx.png │ │ │ ├── ex2_ign.png │ │ │ ├── ex4_cancer_image.png │ │ │ ├── ex6_dataset_added.png │ │ │ ├── ex6_dataset_dropdown.png │ │ │ ├── ex6_filepath.png │ │ │ ├── ex6_search_dataset.png │ │ │ ├── tut0_fifa_head.png │ │ │ ├── tut0_notebook.png │ │ │ ├── tut0_read_csv.png │ │ │ ├── tut1_plots_you_make.png │ │ │ ├── tut1_read_csv.png │ │ │ ├── tut1_spotify_head.png │ │ │ ├── tut2_flight_delay_head.png │ │ │ ├── tut3_insurance.png │ │ │ ├── tut4_iris.png │ │ │ ├── tut5_charts.png │ │ │ ├── tut6_csv_only.png │ │ │ ├── tut6_main_datasets.png │ │ │ ├── tut6_sample_dataset.png │ │ │ ├── tut6_search_comic.png │ │ │ ├── tut7_new_kernel.png │ │ │ └── tut7_notebook.png │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ ├── tut6.ipynb │ │ ├── tut7.ipynb │ │ └── tut8.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── deep_learning │ ├── __init__.py │ ├── default.yaml │ ├── raw │ │ ├── ex1_convolutions.ipynb │ │ ├── ex3_programming_tf_and_keras.ipynb │ │ ├── ex4_transfer_learning.ipynb │ │ ├── ex5_data_augmentation.ipynb │ │ ├── ex7_from_scratch.ipynb │ │ ├── ex8_dropout_strides.ipynb │ │ ├── ex_tpus.ipynb │ │ ├── tut1_intro.ipynb │ │ ├── tut2_building_models_from_convolutions.ipynb │ │ ├── tut3_programming_tf_and_keras.ipynb │ │ ├── tut4_transfer_learning.ipynb │ │ ├── tut5_data_augmentation.ipynb │ │ ├── tut6_deep_understanding.ipynb │ │ ├── tut7_dl_from_scratch.ipynb │ │ ├── tut8_dropout_and_strides.ipynb │ │ └── tut_tpus.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── deep_learning_intro │ ├── __init__.py │ ├── default.yaml │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ ├── tut6.ipynb │ │ └── tut_tpus.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── embeddings │ ├── __init__.py │ ├── local_setup_notes.md │ ├── prod.yaml │ ├── raw │ │ ├── .gitignore │ │ ├── 0-movie-preprocessing.ipynb │ │ ├── 1-embeddings.ipynb │ │ ├── 1-exercises.ipynb │ │ ├── 2-exercises.ipynb │ │ ├── 2-factorization.ipynb │ │ ├── 3-exercises.ipynb │ │ ├── 3-gensim.ipynb │ │ ├── 4-exercises.ipynb │ │ ├── 4-tsne.ipynb │ │ ├── x2-movielens-factorization-r12n.ipynb │ │ └── x3-movielens-spiffy-model.ipynb │ └── track_meta.py ├── ethics │ ├── __init__.py │ ├── pdfs │ │ ├── smiling_in_images_model_card.pdf │ │ └── toxicity_in_text_model_card.pdf │ ├── prod.yaml │ ├── raw │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ └── tut5.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── examples │ ├── __init__.py │ └── example_track │ │ ├── __init__.py │ │ ├── default.yaml │ │ ├── raw │ │ ├── .gitignore │ │ ├── appendix.ipynb │ │ ├── ex1-hello.ipynb │ │ ├── tut1-hello.ipynb │ │ ├── tut2-scratch.ipynb │ │ └── tut2.ipynb │ │ └── track_meta.py ├── feature_engineering │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ └── tut4.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── feature_engineering_new │ ├── __init__.py │ ├── default.yaml │ ├── prod.yaml │ ├── raw │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ ├── tut6.ipynb │ │ ├── tut_bonus.ipynb │ │ └── what_is_feature_engineering_ex.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── game_ai │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ └── tut_halite.ipynb │ ├── testing.yaml │ └── track_meta.py ├── geospatial │ ├── ex4_files │ │ ├── add_0.cpg │ │ ├── add_0.dbf │ │ ├── add_0.prj │ │ ├── add_0.shp │ │ ├── add_0.shx │ │ ├── add_1.cpg │ │ ├── add_1.dbf │ │ ├── add_1.prj │ │ ├── add_1.shp │ │ ├── add_1.shx │ │ ├── add_2.cpg │ │ ├── add_2.dbf │ │ ├── add_2.prj │ │ ├── add_2.shp │ │ ├── add_2.shx │ │ ├── add_3.cpg │ │ ├── add_3.dbf │ │ ├── add_3.prj │ │ ├── add_3.shp │ │ ├── add_3.shx │ │ ├── add_4.cpg │ │ ├── add_4.dbf │ │ ├── add_4.prj │ │ ├── add_4.shp │ │ └── add_4.shx │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ └── tut5.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── intro_to_programming │ ├── __init__.py │ ├── deprecated │ │ └── ex4_old.ipynb │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ └── tut5.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── machine_learning │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── ex7.ipynb │ │ ├── ex8.ipynb │ │ ├── ex_automl.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ ├── tut6.ipynb │ │ ├── tut7.ipynb │ │ ├── tut8.ipynb │ │ ├── tut_automl.ipynb │ │ └── tut_titanic.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── microchallenges │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── tut1.ipynb │ │ └── tut2.ipynb │ └── track_meta.py ├── ml_explainability │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex2_perm_importance.ipynb │ │ ├── ex3_partial_plots.ipynb │ │ ├── ex4_shap_basic.ipynb │ │ ├── ex5_shap_advanced.ipynb │ │ ├── shap_details.ipynb │ │ ├── tut1_intro.ipynb │ │ ├── tut2_perm_importance.ipynb │ │ ├── tut3_partial_plots.ipynb │ │ ├── tut4_shap_basic.ipynb │ │ └── tut5_shap_advanced.ipynb │ ├── setup_data.sh │ └── track_meta.py ├── ml_intermediate │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── ex7.ipynb │ │ ├── images │ │ │ ├── ex1_housesbanner.png │ │ │ ├── tut1_competition.png │ │ │ ├── tut2_approach1.png │ │ │ ├── tut2_approach2.png │ │ │ ├── tut2_approach3.png │ │ │ ├── tut3_labelencode.png │ │ │ ├── tut3_onehot.png │ │ │ ├── tut5_crossval.png │ │ │ ├── tut6_boosting.png │ │ │ └── tut7_leakydata.png │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ ├── tut6.ipynb │ │ └── tut7.ipynb │ ├── setup_data.sh │ └── track_meta.py ├── nb_utils │ ├── README.md │ ├── __init__.py │ ├── lesson_preprocessor.py │ ├── line_macros.py │ ├── macro_processing.py │ ├── track_config_template.yaml │ ├── track_meta_template.py │ ├── track_metadata.py │ └── utils.py ├── new_comp_submit.sh ├── new_track.sh ├── nlp │ ├── __init__.py │ ├── data │ │ └── sms-spam-collection-dataset.zip │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── outline.txt │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ └── tut3.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── pandas │ ├── ISSUES.md │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex_0.ipynb │ │ ├── ex_1.ipynb │ │ ├── ex_2.ipynb │ │ ├── ex_3.ipynb │ │ ├── ex_4.ipynb │ │ ├── ex_5.ipynb │ │ ├── tut_0.ipynb │ │ ├── tut_1.ipynb │ │ ├── tut_2.ipynb │ │ ├── tut_3.ipynb │ │ ├── tut_4.ipynb │ │ └── tut_5.ipynb │ ├── setup_data.sh │ ├── testing.yaml │ └── track_meta.py ├── prepare_push.py ├── pushall.sh ├── python │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex_1.ipynb │ │ ├── ex_2.ipynb │ │ ├── ex_3.ipynb │ │ ├── ex_4.ipynb │ │ ├── ex_5.ipynb │ │ ├── ex_6.ipynb │ │ ├── ex_7.ipynb │ │ ├── tut_1.ipynb │ │ ├── tut_2.ipynb │ │ ├── tut_3.ipynb │ │ ├── tut_4.ipynb │ │ ├── tut_5.ipynb │ │ ├── tut_6.ipynb │ │ └── tut_7.ipynb │ └── track_meta.py ├── requirements.txt ├── retry.sh ├── sql │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ ├── tut4.ipynb │ │ ├── tut5.ipynb │ │ └── tut6.ipynb │ ├── testing.yaml │ └── track_meta.py ├── sql_advanced │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── tut3.ipynb │ │ └── tut4.ipynb │ ├── testing.yaml │ └── track_meta.py ├── test.sh ├── test.sh~ ├── time_series │ ├── __init__.py │ ├── prod.yaml │ ├── raw │ │ ├── ex1.ipynb │ │ ├── ex2.ipynb │ │ ├── ex3.ipynb │ │ ├── ex4.ipynb │ │ ├── ex5.ipynb │ │ ├── ex6.ipynb │ │ ├── tut1.ipynb │ │ ├── tut2.ipynb │ │ ├── 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