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 ;)
Why do you think that https://github.com/rlabbe/Kalman-and-Bayesian-Filters-in-Python is a good alternative to Probabilistic-Programming-and-Bayesian-Methods-for-Hackers