teaching

I teach a number of courses. Here are some of the materials for those courses.

Numerical Methods for Machine Learning

This course is a graduate-level machine learning course. The shortest explanation of the course is that it teaches numerical optimization methods for typical machine learning methods, for example, linear and logistic regression, LASSO regression, and neural networks.

I have a set of lecture notes, very much still under construction, that can be found here.