Learn PyMC & Bayesian modeling

• Installation
• Notebooks on core features
• Books
• Videos and Podcasts
• Consulting
• Glossary

At a glance

Beginner

• Book: Bayesian Analysis with Python

• Book: Bayesian Methods for Hackers

Intermediate

• Introductory Overview of PyMC shows PyMC 4.0 code in action

• Example notebooks: PyMC Example Gallery

  • GLM: Linear regression

  • Prior and Posterior Predictive Checks

  • Comparing models: Model comparison

  • Shapes and dimensionality Distribution Dimensionality

• Videos and Podcasts

• Book: Bayesian Modeling and Computation in Python

Advanced

• Experimental and cutting edge functionality: PyMC experimental library

• PyMC internals guides (To be outlined and referenced here once pymc#5538 is addressed)