STAT 51800 - Introduction To Statistical Learning

This course provides an introduction to supervised learning with focus on regression and classification methods. Both theory and application of learning methods are emphasized. Some unsupervised learning methods are also discussed, such as principal component analysis and clustering methods.

Preparation for Course
P: STAT 51600 and 51200. (Programming using R is expected. Students should have plenty of experience of R programming in STAT 51200.) Departmental approval required.

Cr. 3.