Bayesian Analysis with Python (Third Edition)

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This repository contains the code examples from the book

See a mistake?

If you see any issues not listed on the Errata please create an issue on the issue tracker

Environment installation

To run the code you will need to install the correct packages in a computational environment. We have provided instructions below for common options.

Conda

conda env create -f bap3.yml
conda activate bap3

pip

pip install pymc==5.8.0 arviz==0.16.1 bambi==0.13.0 pymc-bart==0.5.2 kulprit==0.0.1 'preliz[full,notebook]==0.3.6' nutpie==0.9.1

Citation

If you use this book in your own work, please cite it using

Martin Osvaldo A, Bayesian Analysis with Python. Packt Publishing. 2024. ISBN 978-1-80512-716-1

Here is the citation in BibTeX format

@book{martin_bap_2024,
	title = {Bayesian {Analysis} with {Python}: {A} {Practical} {Guide} to probabilistic modeling, 3rd {Edition}},
	isbn = {978-1-80512-716-1},
	shorttitle = {Bayesian {Analysis} with {Python}},
	language = {English},
	publisher = {Packt Publishing},
	author = {Martin, Osvaldo A},
	month = feb,
	year = {2024},
}

Donation

This book is only possible because of open-source contributors working on the projects we used. If you like this book we encourage you to donate to ArviZ or PyMC.

If instead, you want to donate directly to me, the author, please do it at ko-fi