{"id":39674700,"url":"https://github.com/ic/awesome-probabilistic-programming","last_synced_at":"2026-01-18T09:44:07.920Z","repository":{"id":138148981,"uuid":"202833789","full_name":"ic/awesome-probabilistic-programming","owner":"ic","description":"A curated list of awesome resources about Probabilistic Programming.","archived":false,"fork":false,"pushed_at":"2023-01-02T09:08:25.000Z","size":5,"stargazers_count":3,"open_issues_count":1,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-11-09T09:03:16.620Z","etag":null,"topics":["awesome-list","probabilistic-programming"],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ic.png","metadata":{"files":{"readme":"readme.md","changelog":null,"contributing":"contributing.md","funding":null,"license":null,"code_of_conduct":"code-of-conduct.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2019-08-17T04:10:20.000Z","updated_at":"2023-02-02T16:01:36.000Z","dependencies_parsed_at":"2024-04-08T00:47:27.983Z","dependency_job_id":null,"html_url":"https://github.com/ic/awesome-probabilistic-programming","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ic/awesome-probabilistic-programming","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ic%2Fawesome-probabilistic-programming","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ic%2Fawesome-probabilistic-programming/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ic%2Fawesome-probabilistic-programming/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ic%2Fawesome-probabilistic-programming/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ic","download_url":"https://codeload.github.com/ic/awesome-probabilistic-programming/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ic%2Fawesome-probabilistic-programming/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28534175,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-18T00:39:45.795Z","status":"online","status_checked_at":"2026-01-18T02:00:07.578Z","response_time":98,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["awesome-list","probabilistic-programming"],"created_at":"2026-01-18T09:44:07.842Z","updated_at":"2026-01-18T09:44:07.911Z","avatar_url":"https://github.com/ic.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Probabilistic Programming [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)\n\n\u003e A curated list of awesome resources about Probabilistic Programming.\n\n## Contents\n\n- [Books](#books)\n- [Open Source Software](#oss)\n\nAll lists are in alphabetical order.\n\n\n## Books\n\n- [Practical Probabilistic Programming](https://www.manning.com/books/practical-probabilistic-programming), by Avi Pfeffer.\n- [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]\n- [Probabilistic Programming \u0026 Bayesian Methods for Hackers](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/), by Cameron Davidson-Pilon.\n\n\n## OSS\n\n### General libraries\n\n#### Python\n\n- [PyMC3](https://docs.pymc.io/), Torch backend.\n- [PyMC4](https://github.com/pymc-devs/pymc4), Tensorflow Probability backend.\n- [Pyro](http://pyro.ai/)\n- [Stan](https://mc-stan.org/)\n- [TensorFlow Probability](https://www.tensorflow.org/probability/)\n\n##### Discontinued or merged libraries\n\n- [Edward](http://edwardlib.org/) - In TensorFlow Probability as Edward 2.\n- [PyMC](https://github.com/pymc-devs/pymc) - Original libary based on Theano. Now PyMC3.\n\n#### R\n\n- [Stan](https://mc-stan.org/)\n\n### Julia\n\n- [Gen](https://probcomp.github.io/Gen/)\n- [Stan](https://mc-stan.org/)\n\n#### C#\n\n- [Infer.NET](https://dotnet.github.io/infer/)\n\n#### Scala\n\n- [Figaro](https://github.com/p2t2/figaro)\n\n\n### Specialised libraries\n\n#### Python\n\n- [Prophet](https://facebook.github.io/prophet/)\n\n\n## Contribute\n\nContributions welcome! Read the [contribution guidelines](contributing.md) first.\n\n\n## License\n\n[![CC0](http://mirrors.creativecommons.org/presskit/buttons/88x31/svg/cc-zero.svg)](http://creativecommons.org/publicdomain/zero/1.0)\n\nTo the extent possible under law, contributors have waived all copyright and\nrelated or neighboring rights to this work.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fic%2Fawesome-probabilistic-programming","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fic%2Fawesome-probabilistic-programming","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fic%2Fawesome-probabilistic-programming/lists"}