This is my attempt to convert Richard McElraeth's excellent book Statistical Rethinking from R to Python as started by pymc-devs.
I did my best to preserve the exact colo schemes as well as notation structure as the book so it's easy to follow along.
Additionally, I've added a LaTex version of the end of chapter question and answers as a separate notebook with answers and explanations.
I've also included my annotated version of the (currently quite outdated) PDF from 2019.
- As of last update I'm only through Chapter 7. More to come.
- Currently no version of QUAP so we jump into MCMC a bit early.
To install the dependencies to run these notebooks, I recommend creating a virtual environment.
python -m venv .venv
source .venv/bin/activate
Then, install the required packages using pip:
pip install -r requirements.txt"
Statistical Rethinking with Python and PyMC3 is licensed under a Creative Commons Attribution 4.0 International License .
