Bayesian Methods for Hackers : An intro to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view.
This list is intended to introduce some of the tools of Bayesian statistics and machine learning that can be useful to computational research in cognitive science.
S. Rendle, C. Freudenthaler, Z. Gantner, и L. Schmidt-Thieme. Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, стр. 452--461. Arlington, Virginia, United States, AUAI Press, (2009)