By Osvaldo Martin, Ravin Kumar and Junpeng Lao
Hands on approach with PyMC and ArviZ focusing on the practice of applied statistics.
By Osvaldo Martin
A great introductory book written by a maintainer of PyMC. It provides a hands-on introduction to the main concepts of Bayesian statistics using synthetic and real data sets. Mastering the concepts in this book is a great foundation to pursue more advanced knowledge.
By John K. Kruschke
Principled introduction to Bayesian data analysis, with practical exercises. The book’s original examples are coded in R, but notebooks with a PyMC port of the code are available through the links below.