A relevant book is Think Bayes [1] by Allen B. Downey. It also uses only pure Python to solve simple problems of Bayesian inference. I like the simplicity of the way it communicates the ideas of Bayesian approach.

But the subject is not a duplicate of that one, as it seems to put more focus on sampling.

[1] http://greenteapress.com/wp/think-bayes/