Learn Bayesian statistics¶
…with others!¶
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The PyMC3 discourse forum is a great place to ask general questions about Bayesian statistics, or more specific ones about PyMC3 usage. |
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Conferences PyMC3 talks have been given at a number of conferences, including PyCon, PyData, and ODSC events. |
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Many areas have an local Bayesian, PyData, or Stan meetup. |
…with a video!¶
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There is an actively curated playlist of PyMC3 talks on YouTube. |
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Advance Bayesian Modelling with PyMC3 A two days advance workshop in May 2018 @CEAi in the Czech Republic. |
…with a book!¶
Bayesian Methods for Hackers
Cameron Davidson-Pilon
Fantastic book with many applied code examples.
Doing Bayesian Data Analysis
John Kruschke
Principled introduction to Bayesian data analysis.
Statistical Rethingking
Richard McElreath
A Bayesian Course with Examples in R and Stan.
Bayesian Analysis with Python
Osvaldo Martin
A great introductory book written by a maintainer of PyMC3.
Bayesian Cognitive Modeling: A Practical Course
Michael Lee and Eric-Jan Wagenmakers
Focused on using Bayesian statistics in cognitive modeling.
Bayesian Data Analysis
Andrew Gelman, John Carlin, Hal Stern, David Dunson, Aki Vehtari, and Donald Rubin
A comprehensive, standard, and wonderful textbook on Bayesian methods.