Introduction to advanced machine learning: optimization methods, statistical inference and probabilistic modeling, generalization, and uncertainty quantification. Three lecture hours a week for one semester. Computer Science 364D and 364M may not both be counted. Prerequisite: Upper-division standing and Computer Science 363D, 363M or 363H, and 331 or 331H with a grade of at least C-.