https://github.com/ic/awesome-probabilistic-programming
A curated list of awesome resources about Probabilistic Programming.
https://github.com/ic/awesome-probabilistic-programming
List: awesome-probabilistic-programming
awesome-list probabilistic-programming
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A curated list of awesome resources about Probabilistic Programming.
- Host: GitHub
- URL: https://github.com/ic/awesome-probabilistic-programming
- Owner: ic
- Created: 2019-08-17T04:10:20.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2023-01-02T09:08:25.000Z (over 3 years ago)
- Last Synced: 2025-11-09T09:03:16.620Z (8 months ago)
- Topics: awesome-list, probabilistic-programming
- Size: 4.88 KB
- Stars: 3
- Watchers: 1
- Forks: 1
- Open Issues: 1
-
Metadata Files:
- Readme: readme.md
- Contributing: contributing.md
- Code of conduct: code-of-conduct.md
Awesome Lists containing this project
README
# Probabilistic Programming [](https://github.com/sindresorhus/awesome)
> A curated list of awesome resources about Probabilistic Programming.
## Contents
- [Books](#books)
- [Open Source Software](#oss)
All lists are in alphabetical order.
## Books
- [Practical Probabilistic Programming](https://www.manning.com/books/practical-probabilistic-programming), by Avi Pfeffer.
- [Probabilistic Deep Learning With Python, Keras and TensorFlow Probability](https://www.manning.com/books/probabilistic-deep-learning), by Oliver Dürr, Beate Sick, Elvis Murina. [Estimated release in Spring 2020]
- [Probabilistic Programming & Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/), by Cameron Davidson-Pilon.
## OSS
### General libraries
#### Python
- [PyMC3](https://docs.pymc.io/), Torch backend.
- [PyMC4](https://github.com/pymc-devs/pymc4), Tensorflow Probability backend.
- [Pyro](http://pyro.ai/)
- [Stan](https://mc-stan.org/)
- [TensorFlow Probability](https://www.tensorflow.org/probability/)
##### Discontinued or merged libraries
- [Edward](http://edwardlib.org/) - In TensorFlow Probability as Edward 2.
- [PyMC](https://github.com/pymc-devs/pymc) - Original libary based on Theano. Now PyMC3.
#### R
- [Stan](https://mc-stan.org/)
### Julia
- [Gen](https://probcomp.github.io/Gen/)
- [Stan](https://mc-stan.org/)
#### C#
- [Infer.NET](https://dotnet.github.io/infer/)
#### Scala
- [Figaro](https://github.com/p2t2/figaro)
### Specialised libraries
#### Python
- [Prophet](https://facebook.github.io/prophet/)
## Contribute
Contributions welcome! Read the [contribution guidelines](contributing.md) first.
## License
[](http://creativecommons.org/publicdomain/zero/1.0)
To the extent possible under law, contributors have waived all copyright and
related or neighboring rights to this work.