Book2015
Probabilistic Programming and Bayesian Methods for Hackers
Cameron Davidson-Pilon
Teaches Bayesian inference computation-first, building models directly in PyMC and reading off posteriors by simulation before introducing any of the underlying calculus.
link checked 17 Sept 2026