{"id":16931137,"url":"https://github.com/aloctavodia/statistical-rethinking-with-python-and-pymc3","last_synced_at":"2025-04-12T20:44:44.885Z","repository":{"id":53872957,"uuid":"67766282","full_name":"aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3","owner":"aloctavodia","description":"Python/PyMC3 port of the examples in \" Statistical Rethinking A Bayesian Course with Examples in R and Stan\" by Richard McElreath","archived":false,"fork":false,"pushed_at":"2020-06-15T08:37:30.000Z","size":54981,"stargazers_count":830,"open_issues_count":0,"forks_count":254,"subscribers_count":48,"default_branch":"master","last_synced_at":"2024-10-14T20:43:41.016Z","etag":null,"topics":["bayesian-data-analysis","data-science","pymc","python","statistics"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/aloctavodia.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-09-09T04:41:51.000Z","updated_at":"2024-10-10T08:58:54.000Z","dependencies_parsed_at":"2022-09-04T19:02:17.330Z","dependency_job_id":null,"html_url":"https://github.com/aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aloctavodia%2FStatistical-Rethinking-with-Python-and-PyMC3","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aloctavodia%2FStatistical-Rethinking-with-Python-and-PyMC3/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aloctavodia%2FStatistical-Rethinking-with-Python-and-PyMC3/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aloctavodia%2FStatistical-Rethinking-with-Python-and-PyMC3/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/aloctavodia","download_url":"https://codeload.github.com/aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248631687,"owners_count":21136556,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["bayesian-data-analysis","data-science","pymc","python","statistics"],"created_at":"2024-10-13T20:43:18.318Z","updated_at":"2025-04-12T20:44:44.861Z","avatar_url":"https://github.com/aloctavodia.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Statistical Rethinking with Python and PyMC3\n\n**This repository has been deprecated in favour of this [one](https://github.com/pymc-devs/resources/tree/master/Rethinking), please check that repository for updates, for opening issues or sending pull requests** \n\n[Statistical Rethinking](http://xcelab.net/rm/statistical-rethinking/) is an incredible good introductory book to Bayesian Statistics, its follows a _Jaynesian_ and practical approach with very good examples and clear explanations.\n\nIn this repository we ported the codes ([originally in R and Stan](https://github.com/rmcelreath/rethinking)) in the book to PyMC3. We are trying to keep the examples as close as possible to those in the book, while at the same time trying to express them in the most _Pythonic_ and _PyMC3onic_ way we can.\n\n## Display notebooks\n\n[View Jupyter notebooks in nbviewer](http://nbviewer.jupyter.org/github/aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3/tree/master/)\n\n## Contributing\n\nIf you want to contribute please, send your pull request to [this](https://github.com/pymc-devs/resources/tree/master/Rethinking). All contributions are welcome!\n\n## Installing the dependencies\n\nTo install the dependencies to run these notebooks, you can use\n[Anaconda](https://www.continuum.io/downloads). Once you have installed\nAnaconda, run:\n\n    conda env create -f environment.yml\n\nto install all the dependencies into an isolated environment. You can switch to\nthis environment by running:\n\n    source activate stat-rethink-pymc3\n\n\n---\n\n\u003ca rel=\"license\" href=\"http://creativecommons.org/licenses/by/4.0/\"\u003e\u003cimg alt=\"Creative Commons License\" style=\"border-width:0\" src=\"https://i.creativecommons.org/l/by/4.0/88x31.png\" /\u003e\u003c/a\u003e\u003cbr /\u003e\u003cspan\u003eStatistical Rethinking with Python and PyMC3\u003c/span\u003e by \u003ca xmlns:cc=\"http://creativecommons.org/ns#\" href=\"https://github.com/aloctavodia/Statistical-Rethinking-with-Python-and-PyMC3/graphs/contributors\" property=\"cc:attributionName\" rel=\"cc:attributionURL\"\u003eAll Contributors\u003c/a\u003e is licensed under a \u003ca rel=\"license\" href=\"http://creativecommons.org/licenses/by/4.0/\"\u003eCreative Commons Attribution 4.0 International License\u003c/a\u003e.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faloctavodia%2Fstatistical-rethinking-with-python-and-pymc3","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faloctavodia%2Fstatistical-rethinking-with-python-and-pymc3","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faloctavodia%2Fstatistical-rethinking-with-python-and-pymc3/lists"}