Bayesian reasoning and machine learning by Barber (2012) had nice introductory texts on most of the mechanisms at work iirc if you're looking for a lecture orie

Bayesian reasoning and machine learning by Barber (2012) had nice introductory texts on most of the mechanisms at work iirc if you're looking for a lecture oriented resource.