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12 changes: 6 additions & 6 deletions CONTRIBUTING.md
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Expand Up @@ -5,11 +5,11 @@ Thank you for being interested in contributing to PyMC. PyMC is an open source,
Quick links
-----------

* [Pull request (PR) step-by-step ](https://docs.pymc.io/en/latest/contributing/pr_tutorial.html)
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Original links also work for me

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These links do indeed work, but they eventually resolve and go to the links I've changed them to. So these changes here aren't fixing things that are "broken" per se, but they just make it more direct. Just a small consistency change

* [Pull request (PR) checklist](https://docs.pymc.io/en/latest/contributing/pr_checklist.html)
* [Python style guide with pre-commit](https://docs.pymc.io/en/latest/contributing/python_style.html)
* [Running the test suite](https://docs.pymc.io/en/latest/contributing/running_the_test_suite.html)
* [Running PyMC in Docker](https://docs.pymc.io/en/latest/contributing/docker_container.html)
* [Pull request (PR) step-by-step ](https://www.pymc.io/projects/docs/en/latest/contributing/pr_tutorial.html)
* [Pull request (PR) checklist](https://www.pymc.io/projects/docs/en/latest/contributing/pr_checklist.html)
* [Python style guide with pre-commit](https://www.pymc.io/projects/docs/en/latest/contributing/python_style.html)
* [Running the test suite](https://www.pymc.io/projects/docs/en/latest/contributing/running_the_test_suite.html)
* [Running PyMC in Docker](https://www.pymc.io/projects/docs/en/latest/contributing/docker_container.html)
* [Submitting a bug report or feature request](https://github.com/pymc-devs/pymc/issues)

For a complete list visit [the contributing section of the documentation](https://docs.pymc.io/en/latest/contributing/index.html).
For a complete list visit [the contributing section of the documentation](https://www.pymc.io/projects/docs/en/latest/contributing/index.html).
2 changes: 1 addition & 1 deletion README.rst
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Expand Up @@ -180,7 +180,7 @@ If you already know about Bayesian statistics:
Learn Bayesian statistics with a book together with PyMC
--------------------------------------------------------

- `Bayesian Analysis with Python <http://bap.com.ar/>`__ (third edition) by Osvaldo Martin: Great introductory book.
- `Bayesian Analysis with Python <https://github.com/aloctavodia/BAP3/>`__ (third edition) by Osvaldo Martin: Great introductory book.
- `Probabilistic Programming and Bayesian Methods for Hackers <https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers>`__: Fantastic book with many applied code examples.
- `PyMC port of the book "Doing Bayesian Data Analysis" by John Kruschke <https://github.com/cluhmann/DBDA-python>`__ as well as the `first edition <https://github.com/aloctavodia/Doing_bayesian_data_analysis>`__.
- `PyMC port of the book "Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath <https://github.com/pymc-devs/resources/tree/master/Rethinking>`__
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2 changes: 1 addition & 1 deletion docs/source/learn.md
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Expand Up @@ -13,7 +13,7 @@ glossary

## At a glance
### Beginner
- Book: [Bayesian Analysis with Python](http://bap.com.ar/)
- Book: [Bayesian Analysis with Python](https://github.com/aloctavodia/BAP3)
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http://bap.com.ar works for me

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Ah it was down for me when I checked earlier today. I can maybe edit this to show both.

- Book: [Bayesian Methods for Hackers](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers)


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