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https://github.com/allendowney/thinkbayes2

Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.
https://github.com/allendowney/thinkbayes2

bayes bayesian-statistics jupyter python

Last synced: about 1 month ago
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Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.

Host: GitHub
URL: https://github.com/allendowney/thinkbayes2
Owner: AllenDowney
License: mit
Created: 2014-08-22T19:25:03.000Z (about 10 years ago)
Default Branch: master
Last Pushed: 2024-08-31T19:50:50.000Z (2 months ago)
Last Synced: 2024-10-11T14:43:06.759Z (about 1 month ago)
Topics: bayes, bayesian-statistics, jupyter, python
Language: Jupyter Notebook
Homepage: http://allendowney.github.io/ThinkBayes2/
Size: 208 MB
Stars: 1,804
Watchers: 68
Forks: 1,487
Open Issues: 25
Metadata Files:
- Readme: README.md
- Changelog: CHANGES.txt
- License: LICENSE.txt

Awesome Lists containing this project

README

        # Think Bayes 2

by Allen B. Downey

[The HTML version of this book is here](http://allendowney.github.io/ThinkBayes2).

*Think Bayes* is an introduction to Bayesian statistics using computational methods.

Print and electronic versions of this book are available from

[Bookhop.org](https://bookshop.org/a/98697/9781492089469),

[Amazon](https://amzn.to/334eqGo),

and [O'Reilly Media](https://shop.aer.io/oreilly/p/think-bayes-2nd/9781492089469-9149).

For each chapter, there is a Jupyter notebook, below, where you can read the text, run the examples, and work on the exercises.

You can read the free version of the book by following the links on the left.

If you are looking for **solutions to the exercises**, follow the links on the left.

*Think Bayes* is a Free Book. It is available under the [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/), which means that you are free to copy and modify it, as long as you attribute the work and don’t use it for commercial purposes.

Other Free Books by Allen Downey are available from [Green Tea Press](https://greenteapress.com/wp/).

## Run the notebooks

[Download the notebooks as a Zip file](https://github.com/AllenDowney/ThinkBayes2/raw/master/ThinkBayes2Notebooks.zip)

Or use these links to run the notebooks on Colab:

* [Chapter 1](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap01.ipynb)

* [Chapter 2](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap02.ipynb)

* [Chapter 3](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap03.ipynb)

* [Chapter 4](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap04.ipynb)

* [Chapter 5](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap05.ipynb)

* [Chapter 6](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap06.ipynb)

* [Chapter 7](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap07.ipynb)

* [Chapter 8](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap08.ipynb)

* [Chapter 9](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap09.ipynb)

* [Chapter 10](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap10.ipynb)

* [Chapter 11](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap11.ipynb)

* [Chapter 12](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap12.ipynb)

* [Chapter 13](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap13.ipynb)

* [Chapter 14](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap14.ipynb)

* [Chapter 15](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap15.ipynb)

* [Chapter 16](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap16.ipynb)

* [Chapter 17](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap17.ipynb)

* [Chapter 18](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap18.ipynb)

* [Chapter 19](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap19.ipynb)

* [Chapter 19 updated for PyMC version 5](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap19_v3.ipynb)

* [Chapter 20](https://colab.research.google.com/github/AllenDowney/ThinkBayes2/blob/master/notebooks/chap20.ipynb)