Journal of Machine Learning Research.
http://jmlr.csail.mit.edu/

Advances in Neural Information Processing Systems.
http://books.nips.cc

The Gaussian Processes Web Site
http://www.gaussianprocesses.org

International Society for Bayesian Analysis.
http://www.bayesian.org

Variational Bayes Repository.
http://www.variational-bayes.org

Videolectures.
http://videolectures.net

Convex Optimization.
Videolectures based on the book Convex Optimization by Stephen Boyd and Lieven Vandenberghe.
Part I Part II