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Another open source Bayesian book/course all in python: http://www.greenteapress.com/thinkbayes/t
If you can program, this is the best probability book. I think you messed up the URL, though:

http://greenteapress.com/wp/think-bayes/

Thanks a ton you all posters of these book names and links. Helped a lot.