A few good...wait for it... Bayesian lectures

Bayesian Statistics and Regularization

Watch it on Academic Earth

Bayesian Statistics and Regularization, Online Learning, Advice for Applying Machine Learning Algorithms, Debugging/fixing Learning Algorithms, Diagnostics for Bias & Variance, Optimization Algorithm Diagnostics, Diagnostic Example - Autonomous Helicopter, Error Analysis, Getting Started on a Learning Problem

Reasoning with Bayes Networks