Bayesian Analysis with Python - Introduction to statistical modeling and probabilistic programming using PyMC3 and ArviZ, 2nd Edition

Bayesian inference uses probability distributions and Bayes' theorem to build flexible models. The book uses PyMC3 to abstract all the mathematical and computational details from this process allowing readers to solve a wide range of problems in data science.