In [0]: import math import os import arviz as az import matplotlib.pyplot as plt import pandas as pd from IPython.display import set_matplotlib_formats import jax.numpy as jnp from jax import lax, random from jax.scipy.special … Lecture 02 of the Dec 2018 through March 2019 edition of Statistical Rethinking: A Bayesian Course with R and Stan. I love McElreath’s Statistical Rethinking text. Source; Chapter 11. with NumPyro. Monsters and Mixtures < Chapter 11. with NumPyro. Reflecting the need for scripting in today's model-based statistics, the book pushes you to perform step-by-step calculations that are usually automated. Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers’ knowledge of and confidence in statistical modeling. This repository has been deprecated in favour of this one, please check that repository for updates, for opening issues or sending pull requests. Leave a Reply Cancel reply. I am a fan of the book Statistical Rethinking, so I port the codes of its second edition to NumPyro. Purpose of this package. Statistical Rethinking: Chapter 3. McElreath’s freely-available lectures on the book are really great, too. I hope that the book and this translation will be helpful not only for NumPyro/Pyro users but also for ones who are willing to do Bayesian stat