Some good tutorials or talks on videolectures.net

Learning Bayesian Networks

Richard E. Neapolitan

3 videos

Graphical models

Zoubin Ghahramani

5 videos

Causality and feature selection

Isabelle Guyon

Causal Inference as Computational Learning

Judea Pearl

Beware of the DAG!

Phil Dawid

Causal Structure Search: Philosophical Foundations and Future Problems

Richard Scheines, Peter Spirtes

 Boosting

Robert Schapire

2 videos