├── .gitignore ├── Images ├── bias-variance.jpg ├── convex-cost-function.png ├── grad_desc1.png ├── grad_desc2.png ├── knobs.png ├── logit-function.png ├── nn.jpeg ├── nonconvex-cost-function.png ├── svm-slack.png └── xor.png ├── README.md ├── background.pdf ├── background.tex ├── chapter1.pdf ├── chapter1.tex ├── chapter12.pdf ├── chapter12.tex ├── chapter2.pdf ├── chapter2.tex ├── chapter3.pdf ├── chapter3.tex ├── chapter4.pdf ├── chapter4.tex ├── chapter5.pdf ├── chapter5.tex ├── chapter6.pdf ├── chapter6.tex ├── chapter7.pdf ├── chapter7.tex ├── chapter8.pdf └── chapter8.tex /.gitignore: -------------------------------------------------------------------------------- 1 | Code 2 | equations.tex 3 | -------------------------------------------------------------------------------- /Images/bias-variance.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dmitriydligach/PyMLSlides/HEAD/Images/bias-variance.jpg 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