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