├── LICENSE ├── NumPy ├── (1)numpy_array_basis1.ipynb ├── (10)assert_function.ipynb ├── (11)unit_test.ipynb ├── (2)numpy_array_basis2.ipynb ├── (3)common_functions1.ipynb ├── (4)common_functions2——stock_analysis.ipynb ├── (5)convenience_function.ipynb ├── (6)linear_algebra.ipynb ├── (7)universal_functions.ipynb ├── (8)random_module.ipynb ├── (9)sort_and_search.ipynb ├── .ipynb_checkpoints │ ├── (1)numpy_array_basis1-checkpoint.ipynb │ ├── (10)assert_function-checkpoint.ipynb │ ├── (11)unit_test-checkpoint.ipynb │ ├── (2)numpy_array_basis2-checkpoint.ipynb │ ├── (3)common_functions1-checkpoint.ipynb │ ├── (4)common_functions2——stock_analysis-checkpoint.ipynb │ ├── (5)convenience_function-checkpoint.ipynb │ ├── (6)linear_algebra-checkpoint.ipynb │ ├── (7)universal_functions-checkpoint.ipynb │ ├── (8)random_module-checkpoint.ipynb │ └── (9)sort_and_search-checkpoint.ipynb ├── AAPL.csv ├── BHP.csv ├── VALE.csv └── data.csv ├── Pandas ├── (1)pandas_introduction.ipynb ├── (2)dataframe_slice_selection.ipynb └── .ipynb_checkpoints │ ├── (1)pandas_introduction-checkpoint.ipynb │ └── (2)dataframe_slice_selection-checkpoint.ipynb ├── README.md ├── Scikit-learn ├── (1)getting_started_with_iris.ipynb ├── (2)choose_a_ml_model.ipynb ├── (3)linear_regression.ipynb ├── (4)cross_validation.ipynb ├── (5)grid_search.ipynb ├── (6)classification_metrics.ipynb ├── .ipynb_checkpoints │ ├── (1)getting_started_with_iris-checkpoint.ipynb │ ├── (2)choose_a_ml_model-checkpoint.ipynb │ ├── (3)linear_regression-checkpoint.ipynb │ ├── (4)cross_validation-checkpoint.ipynb │ ├── (5)grid_search-checkpoint.ipynb │ └── (6)classification_metrics-checkpoint.ipynb └── Image │ ├── Data3classes.png │ ├── Map1NN.png │ ├── Map5NN.png │ ├── confusion_matrix.png │ ├── cross_validation_diagram.png │ ├── grid_vs_random.jpeg │ └── iris_petal_sepal.jpg └── Visualization ├── (1)plot_base.ipynb ├── (2)interesting_plot.ipynb ├── (3)special_curves_plot.ipynb ├── .ipynb_checkpoints ├── 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