Spring 2023 CAAM 37710

Course: CAAM 37710= CMSC 35400, STAT 37710

Title: Machine Learning

Instructor(s): Yuxin Chen

Class Schedule: Sec 1: TR 9:30 AM-10:50 PM in TBA

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, elements of computational learning theory, the VC dimension, boosting, Bayesian learning, graphical models, clustering, dimensionality reduction, linear classifiers, kernel methods including SVMs, and an introduction to statistical learning theory.