Speaking of Bayes, there's a great book by Allen B. Downey 'Think Bayes' http://www.greenteapress.com/thinkbayes/ available as free PDF or (if you wish to support the author, which I did) a paperback from Amazon.

It teaches Bayes theorem accompanied with Python code examples, which I found really useful.