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-# PyMC3 Resources
-PyMC3 educational resources, including the PyMC3 port of the following books (original models in STAN/BUGS/JAGS etc,.):
+# PyMC Resources
+PyMC educational resources, including the PyMC port of the following books (original models in STAN/BUGS/JAGS etc,.):
 
 -  ["Bayesian Modeling and Computation in Python" by Osvaldo A. Martin,  Ravin Kumar, Junpeng Lao](https://bayesiancomputationbook.com/welcome.html)
--  [PyMC3 port of the book "Statistical Rethinking" by Richard McElreath (first edition)](https://github.com/pymc-devs/resources/tree/main/Rethinking)
--  [PyMC3 port of the book "Statistical Rethinking" by Richard McElreath (second edition)](https://github.com/pymc-devs/resources/tree/main/Rethinking_2)
--  [PyMC3 port of the book "Bayesian Cognitive Modeling" by Michael Lee and EJ Wagenmakers](https://github.com/pymc-devs/resources/tree/main/BCM)
--  [PyMC3 port of the book "Bayesian Statistical Methods" by Brian J. Reich and Sujit K. Ghosh](https://github.com/pymc-devs/resources/tree/main/BSM)
--  [PyMC3 port of the book "Bayesian Data Analysis" by Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari and Donald B. Rubin](https://github.com/pymc-devs/resources/tree/main/BDA3)
+-  [PyMC port of the book "Statistical Rethinking" by Richard McElreath (first edition)](https://github.com/pymc-devs/resources/tree/main/Rethinking)
+-  [PyMC port of the book "Statistical Rethinking" by Richard McElreath (second edition)](https://github.com/pymc-devs/resources/tree/main/Rethinking_2)
+-  [PyMC port of the book "Bayesian Cognitive Modeling" by Michael Lee and EJ Wagenmakers](https://github.com/pymc-devs/resources/tree/main/BCM)
+-  [PyMC port of the book "Bayesian Statistical Methods" by Brian J. Reich and Sujit K. Ghosh](https://github.com/pymc-devs/resources/tree/main/BSM)
+-  [PyMC port of the book "Bayesian Data Analysis" by Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari and Donald B. Rubin](https://github.com/pymc-devs/resources/tree/main/BDA3)
 -  [PyMC port of the book "Bayes Rules" by Alicia A. Johnson, Miles Q. Ott, and Mine Dogucu](https://github.com/pymc-devs/resources/tree/main/Bayes_Rules)
 
 ## How to contribute