Winter 2022 STAT 27725

Course: STAT 27725=CMSC 25400

Title: Machine Learning

Instructor(s): Yuxin Chen

Teaching Assistant(s): TBA

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

Textbook(s): TBA

Description: This course offers a practical, problem-centered introduction to machine learning. Topics covered include the Perceptron and other online algorithms; boosting; graphical models and message passing; dimensionality reduction and manifold learning; SVMs and other kernel methods; artificial neural networks; and a short introduction to statistical learning theory. Weekly programming assignments give students the opportunity to try out each learning algorithm on real world datasets.