diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index f194e620a..d1e3aecb8 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -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)
-* [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).
diff --git a/README.rst b/README.rst
index bba42ca00..69e954d82 100644
--- a/README.rst
+++ b/README.rst
@@ -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 <http://bap.com.ar/>`__ (third edition) by Osvaldo Martin: Great introductory book with `code <https://github.com/aloctavodia/BAP3>`__.
 -  `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>`__
diff --git a/docs/source/learn.md b/docs/source/learn.md
index 3ddf82fa9..8d6a6e098 100644
--- a/docs/source/learn.md
+++ b/docs/source/learn.md
@@ -13,7 +13,7 @@ glossary
 
 ## At a glance
 ### Beginner
-  - Book: [Bayesian Analysis with Python](http://bap.com.ar/)
+  - Book: [Bayesian Analysis with Python](http://bap.com.ar/) with [code](https://github.com/aloctavodia/BAP3)
   - Book: [Bayesian Methods for Hackers](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers)