Elements of Statistical Learning

Goals: This is a continuation course for MATH 1200, introducing techniques of statistical learning.

Content: Supervised learning, with a focus on regression and classification methods. This includes linear and nonlinear models as well as model and feature selection. Some unsupervised learning methods such as principal components and clustering are also discussed.