Probabilitic Programming
using Pyro, Stan, PyMC
Part I
Foundations
Probability Theory
Estimation Theory
Decision Theory
Bayesian Analysis
Computational Bayesian Analysis
Part II
Small-scale Bayesian Analysis
Chapter-01:
Part III
Large-scale bayesians problems
Chapter-01:
Part IV
Formalising new bayesians data analysis problem
Chapter-01: