ML materials

This is a work-in-progress draft of intermediate-level machine learning materials. Thanks to LLMs for the high quality; any errors are mine.


1a-information.pdf

1b-mle-map.pdf

1c-regularization.pdf

2a-gaussian-linear.pdf

2b-gaussian-nonlinear.pdf

2c-quantile.pdf

2d-poisson.pdf

3-density.pdf

4-exp-family.pdf

5-glm.pdf

6-gam.pdf

7-bayesian.pdf

8-pca.pdf

9a-linear-algebra.pdf

9b-distributions.pdf