Autumn 2022 STAT 37710

Course: STAT 37710=CAAM 37710, CMSC 35400

Title:  Machine Learning

Instructor(s): Cong Ma

Teaching Assistant(s): Yuepeng Yang and Huy Dang Tran

Class Schedule: Sec 1: TR 11:00 AM-12:20 PM in Stuart 101

Description: This course provides hands-on experience with a range of contemporary machine learning algorithms, as well as an introduction to the theoretical aspects of the subject. Topics covered include: the PAC framework, Bayesian learning, graphical models, clustering, dimensionality reduction, kernel methods including SVMs, matrix completion, neural networks, and an introduction to statistical learning theory.