/rethinking-numpyro

Statistical Rethinking (2nd ed.) with NumPyro

Primary LanguageJupyter NotebookMIT LicenseMIT

Test Status

Statistical Rethinking (2nd ed.) with NumPyro

Status: The codes here correspond to the book draft dated on 08 Dec 2019.

I am a fan of the book Statistical Rethinking, so I port the codes of its second edition to NumPyro. 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 statistics in Python.

How to read the notebooks

Installation

The following tools are used for some analysis and visualizations: arviz for posteriors, causalgraphicalmodels and daft for causal graphs, and (optional) ete3 for phylogenetic trees.

pip install numpyro arviz causalgraphicalmodels daft