├── .Module-01b-Explore-Regression.ipynb.icloud ├── .gitignore ├── Exercise.ipynb ├── LICENSE ├── Module-00-Installation-check.ipynb ├── Module-01a-Frame-Regression.ipynb ├── Module-01c-Model-Regression.ipynb ├── Module-02a-Intuition-Logistic.ipynb ├── Module-02b-Explore-Logistic.ipynb ├── Module-02c-Model-Logistic.ipynb ├── Module-03a-Intuition-Trees.ipynb ├── Module-03b-Model-Trees.ipynb ├── Module-03c-Model-Evaluation.ipynb ├── Module-03d-Model-Bagging.ipynb ├── Module-03e-Model-RandomForest.ipynb ├── Module-03f-Model-Boosting.ipynb ├── Module-03g-Model-HyperParameterOpt.ipynb ├── Module-04a-Regression-Basic.ipynb ├── Module-05a-ML-Pipeline.ipynb ├── README.md ├── curriculum.md ├── data ├── cars_small.csv ├── creditRisk-tree.xlsx ├── creditRisk.csv ├── historical_loan.csv ├── housing_test.csv ├── housing_train.csv ├── loan_data.csv └── loan_data_clean.csv ├── environment.yml ├── img ├── bias_variance.png ├── confusion_matrix.jpg ├── confusion_matrix2.png ├── cross_validation.png ├── generalisation_error.png ├── linear_models.png ├── logistic-curve.png ├── logistic_regression.png ├── model_complexity.png ├── model_complexity_error.png ├── model_selection.png ├── overfitting.png ├── precision_recall.png ├── random_forest.png ├── regression_error.png ├── regularization.png ├── roc-curves.png ├── simple_complex.png ├── tree_titanic.png └── validation.png ├── installation.md ├── modelvis-local.py ├── outline.md ├── outline.pdf ├── pre-requisites.md ├── reference ├── .Module-01b-reference.ipynb.icloud ├── Module-01a-reference.ipynb ├── Module-01c-reference.ipynb ├── Module-02b-reference.ipynb └── Module-02c-reference.ipynb ├── schedule.md ├── tree.dot ├── tree2.dot └── tree_3.dot /.Module-01b-Explore-Regression.ipynb.icloud: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/amitkaps/applied-machine-learning/HEAD/.Module-01b-Explore-Regression.ipynb.icloud 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