Machine Learning with Generative Models

4 Units.

Introduction to statistical machine learning with probabilistic generative models. Studies efficient inference algorithms based on optimization-based variational methods, and simulation-based Monte Carlo methods. Several approaches to learning from data are covered, including conditional models for discriminative learning.