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Bayesian Data Analysis Python Demos

Binder to interactively run the IPython Notebooks in the browser.

This repository contains some Python demos for the book Bayesian Data Analysis, 3rd ed by Gelman, Carlin, Stern, Dunson, Vehtari, and Rubin (BDA3).

Currently there are demos for BDA3 Chapters 2, 3, 4, 5, 6, 10 and 11. Furthermore there is a demo for PyStan.

All demos have also notebook versions (.ipynb). When these are viewed in github, the pre-generated figures are directly shown without need to install anything.

The demos were originally written for Matlab by Aki Vehtari and translated to Python by Tuomas Sivula.

The corresponding R demos and Matlab/Octave demos

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Bayesian Data Analysis demos for Python

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  • Jupyter Notebook 96.3%
  • Python 3.7%