├── 1. Linear Regression ├── 1. Linear Models in Machine Learning on Python Regression 1.ipynb ├── 2. Linear Models in Machine Learning on Python Regression 2.ipynb ├── 3. Linear Models in Machine Learning on Python Regression 3.ipynb ├── 4. Linear Models in Machine Learning on Python Regression 4.ipynb └── README.md ├── 2. Logistic Regression ├── 5. Linear Models in Machine Learning on Python Logistic Regression 1.ipynb ├── 6. Linear Models in Machine Learning on Python Logistic Regression 2.ipynb ├── 7. Linear Models in Machine Learning on Python Logistic Regression 3.ipynb ├── 8. Linear Models in Machine Learning on Python Logistic Regression 4.ipynb └── README.md ├── 3. GLM and Robust Regression ├── 10. Linear Models in Machine Learning on Python Robust Regression.ipynb ├── 9. Linear Models in Machine Learning on Python GLM.ipynb └── README.md ├── 4. Support Vector Machines ├── 11. Linear Models in Machine Learning on Python - SVM 1.ipynb ├── 12. Linear Models in Machine Learning on Python - SVM 2.ipynb ├── 13. Linear Models in Machine Learning on Python - SVM 3.ipynb ├── 14. Linear Models in Machine Learning on Python - SVM 4.ipynb ├── README.md └── images │ ├── Hyperbolic_Cylinder_Quadric.png │ ├── README.md │ ├── svm1.PNG │ ├── svm2.PNG │ ├── svm3.PNG │ ├── svm4.PNG │ ├── svm5.PNG │ ├── svm6.png │ ├── svm7.PNG │ └── svm8.PNG ├── 5. Naive Bayes Classifier ├── 15. Machine Learning on Python - Naive Bayes 1.ipynb ├── 16. Machine Learning on Python - Naive Bayes 2.ipynb └── README.md ├── 6. Dimensionality Reduction ├── 17. Dimensionality Reduction Techniques on Python 1.ipynb ├── 18. Dimensionality Reduction Techniques on Python 2.ipynb ├── 19. Dimensionality Reduction Techniques on Python 3.ipynb ├── 20. Dimensionality Reduction Techniques on Python 4.ipynb └── README.md ├── README.md ├── license └── tsne_mnist.png /1. Linear Regression/1. 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