├── .gitignore ├── 2022-2023 ├── lesson1 │ ├── hello_numpy.ipynb │ └── numpy_practice.ipynb ├── lesson2 │ ├── Pandas_Cheat_Sheet.pdf │ ├── pandas_lecture.ipynb │ └── task │ │ └── pandas_practice.ipynb ├── lesson3 │ ├── lecture │ │ ├── lesson.ipynb │ │ └── pic │ │ │ ├── anatomy.png │ │ │ ├── boxplot.png │ │ │ └── violin.jpg │ └── task │ │ └── visual_practice.ipynb ├── lesson4 │ ├── age_sal_tree.png │ ├── age_tree.png │ ├── balls │ │ ├── 1.png │ │ ├── 2.png │ │ ├── 3.png │ │ ├── 4.png │ │ └── 5.png │ ├── classification.ipynb │ └── small_tree.png ├── lesson5 │ └── regression.ipynb ├── lesson6 │ ├── 1.png │ └── linery_model.ipynb ├── lesson7 │ ├── 2.png │ ├── 3.png │ ├── bagging.png │ ├── bootstrap.jpg │ └── forest'n'bagging.ipynb └── lesson8 │ ├── PCA.ipynb │ └── clusterization.ipynb └── 2023-2024 └── fall ├── lesson0 └── Hello,ML.pdf ├── lesson1 ├── hello_numpy.ipynb └── hello_python.ipynb ├── lesson2 ├── pandas_lecture.ipynb └── pics │ ├── 0.png │ ├── 1.png │ └── 2.png ├── lesson3 ├── hello_visualization.ipynb └── pics │ ├── 1.jpg │ ├── 2.jpeg │ └── 3.jpeg └── lesson4 ├── hello_classification.ipynb ├── pics ├── balls │ ├── 1.png │ ├── 2.png │ ├── 3.png │ ├── 4.png │ └── 5.png ├── book.jpeg ├── cat.jpg └── tree.jpg └── small_tree.dot /.gitignore: -------------------------------------------------------------------------------- 1 | *.csv 2 | *.DS_Store -------------------------------------------------------------------------------- /2022-2023/lesson1/hello_numpy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dsc-sgu/ml-course/HEAD/2022-2023/lesson1/hello_numpy.ipynb -------------------------------------------------------------------------------- /2022-2023/lesson1/numpy_practice.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dsc-sgu/ml-course/HEAD/2022-2023/lesson1/numpy_practice.ipynb 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