├── 01-ml-basics ├── .python-version ├── 01-knn │ └── 01-knn.ipynb ├── 02-linreg │ ├── 02_linreg.ipynb │ └── bikes_rent.csv.gz ├── 03-kmeans │ └── 03_KMeans.ipynb ├── 04_naive_bayes │ └── 04_naive_bayes.ipynb ├── 05_trees │ └── 05_decision_trees.ipynb ├── 06_ensembles │ ├── 06_ensembles.ipynb │ └── data_churn-bigml-80.csv ├── README.md └── requirements.txt ├── 02-ml-advanced ├── .editorconfig ├── .gitignore ├── .python-version ├── 00_environment_setup │ ├── 01_linux │ │ ├── 01_tt_linux_setup.md │ │ ├── 02_tt_linux_cheatsheet.md │ │ ├── 03_tt_install_utils.md │ │ └── images │ │ │ ├── diskmgr1.jpg │ │ │ ├── diskmgr2.jpg │ │ │ ├── diskmgr3.jpg │ │ │ ├── formatting.jpg │ │ │ ├── fs1.png │ │ │ ├── fs2.png │ │ │ ├── installation1.jpg │ │ │ ├── installation2.jpg │ │ │ ├── lubuntu.jpg │ │ │ ├── mint.jpg │ │ │ ├── ubuntu.jpg │ │ │ ├── uefi.jpg │ │ │ └── unetbootin.jpg │ ├── 02_git │ │ └── 01_tt_git.md │ ├── 03_python_setup │ │ ├── 01_tt_pyenv.md │ │ ├── 02_tt_pip.md │ │ └── images │ │ │ ├── numpy_check.png │ │ │ └── pyconsole.png │ ├── 04_python_tools │ │ ├── 01_tt_jupyter_python_tutorial.ipynb │ │ ├── 02_tt_project_structure.md │ │ └── images │ │ │ ├── jupyter-main-menu.png │ │ │ ├── jupyter-run-cell.png │ │ │ ├── jupyter-start.png │ │ │ └── pip_upgrade.png │ ├── 05_hw_environment_setup.ipynb │ ├── 99_python_coding │ │ ├── 01_tt_python.md │ │ ├── 02_hw_python.ipynb │ │ └── README.md │ └── README.md ├── 01_intro │ ├── 01-theory-introduction.pdf │ ├── 02-theory-numpy.ipynb │ ├── 03-theory-pandas.ipynb │ ├── 04-theory-visualisation.ipynb │ ├── 05-hw-visualisation.ipynb │ ├── 06-hw-visualization-pandas.ipynb │ ├── 97-hw-numpy.ipynb │ ├── 98-hw-pandas.ipynb │ └── README.md ├── 02_clustering │ ├── 01-theory-clustering.pdf │ ├── 02-theory-anomaly_detection.pdf │ ├── 03-theory-clustering.ipynb │ ├── 03-ws-clustering.ipynb │ ├── 04-hw-clustering.ipynb │ └── README.md ├── 03_linreg │ ├── 01-theory-linear_regression.pdf │ ├── 02-ws-linear-regression.ipynb │ ├── 03-hw-linear-regression.ipynb │ └── README.md ├── 04_knn │ ├── 01-theory-classification_knn_f-score.pdf │ ├── 02-ws-knn.ipynb │ ├── 03-hw-knn.ipynb │ └── README.md ├── 05_naive_bayes_and_texts │ ├── 01-theory-bayes.pdf │ ├── 02-ws-naive-bayes.ipynb │ ├── 03-hw-text-classification-bayes.ipynb │ └── README.md ├── 06_desicion_trees │ ├── 01-theory-decision-tree.pdf │ ├── 02-ws-decision-trees.ipynb │ ├── 03-hw-decision-trees.ipynb │ └── README.md ├── 07_reading_session │ └── README.md ├── 08_logreg │ ├── 01-theory-logistic-regression.pdf │ ├── 02-ws-hw-logreg_roc_auc.ipynb │ └── README.md ├── 09_ensembles │ ├── 01-theory-ensembles.pdf │ ├── 02-ws-ensembles.ipynb │ └── README.md ├── 10_clustering_recommendation_system │ ├── 01-ws-clustering.ipynb │ ├── 02-hw-clustering.ipynb │ └── README.md ├── README.md ├── data │ ├── SMSSpamCollection.tsv.gz │ ├── StudentsPerformance.csv │ ├── adult.csv.gz │ ├── amazon.csv.gz │ ├── anime │ │ ├── anime.csv.zip │ │ └── rating.csv.zip │ ├── beauty.csv │ ├── bikes_rent.csv.gz │ ├── bird.jpg │ ├── checkins.csv.gz │ ├── churn-bigml-20.csv │ ├── churn-bigml-80.csv │ ├── dataset_191_wine.csv │ ├── dota2 │ │ ├── dictionaries │ │ │ ├── abilities.csv │ │ │ ├── heroes.csv │ │ │ ├── items.csv │ │ │ ├── lobbies.csv │ │ │ ├── mods.csv │ │ │ └── regions.csv │ │ ├── features.csv.zip │ │ └── features_test.csv.zip │ ├── girls.csv │ ├── house_prices.csv.gz │ ├── imdb_movies.csv.gz │ ├── imdb_ratings.csv.gz │ ├── titanic_test.csv │ ├── titanic_train.csv │ ├── weights_heights.csv.gz │ ├── winequality-red.csv.gz │ └── young-people-survey.csv.gz └── requirements.txt ├── 03-dl-basics └── README.md ├── 04-dl-advanced └── README.md ├── LICENSE.md └── README.md /01-ml-basics/.python-version: -------------------------------------------------------------------------------- 1 | 3.8.5 2 | -------------------------------------------------------------------------------- /01-ml-basics/01-knn/01-knn.ipynb: 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