Graphical Models and Statistical Learning

4 Units.

Introduction to principles of statistical machine learning with probabilistic graphical 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.