1st Edition of Elegant SciPy (O'Reilly Publishers)
A user-centered Python package for differentiable probabilistic inference
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)