Machine learning - Bayesian optimization and multi-armed bandits

Bayesian optimization, Thompson sampling and multi-armed bandits. Applications to algorithm configuration, intelligent user interfaces, advertising, control and other decision problems.
Slides available at: http://www.cs.ubc.ca/~nando/540-2013/lectures.html
Course taught in 2013 at UBC by Nando de Freitas