If someone wants a more interactive companion-book targeted more towards Python developers, check out "Probabilistic Programming & Bayesian Methods for Hackers":
http://camdavidsonpilon.github.io/Probabilistic-Programming-...
Relevant quote:
> "I ... read this book ... I like it!" - Andrew Gelman