This document contains slides from a lecture on Bayes net structure learning given by Andrew W. Moore. The slides introduce Bayes net structure learning as an additional machine learning method. They cover scoring Bayes net structures based on a Bayesian Information Criterion, and searching over possible structures to find the one with the best score. The purpose is to teach students about learning the structure of Bayesian networks from data.