{"id":14977281,"url":"https://github.com/petrushev/statistical-rethinking","last_synced_at":"2025-07-10T12:40:59.242Z","repository":{"id":138039238,"uuid":"162181231","full_name":"petrushev/statistical-rethinking","owner":"petrushev","description":"Solutions to some of the problems in \"Statistical Rethinking\"","archived":false,"fork":false,"pushed_at":"2020-11-10T00:38:54.000Z","size":4333,"stargazers_count":7,"open_issues_count":0,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-09-27T23:41:06.873Z","etag":null,"topics":["bayesian-statistics","ipynb","learning","pymc","pymc3","python","statistics"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/petrushev.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2018-12-17T19:41:51.000Z","updated_at":"2023-11-22T09:06:15.000Z","dependencies_parsed_at":null,"dependency_job_id":"ba5e65f8-c7e9-432e-9c3b-c6681ad57436","html_url":"https://github.com/petrushev/statistical-rethinking","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/petrushev%2Fstatistical-rethinking","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/petrushev%2Fstatistical-rethinking/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/petrushev%2Fstatistical-rethinking/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/petrushev%2Fstatistical-rethinking/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/petrushev","download_url":"https://codeload.github.com/petrushev/statistical-rethinking/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":219860225,"owners_count":16556023,"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-statistics","ipynb","learning","pymc","pymc3","python","statistics"],"created_at":"2024-09-24T13:55:24.089Z","updated_at":"2024-10-11T15:41:09.413Z","avatar_url":"https://github.com/petrushev.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# statistical-rethinking\n\nSolutions to some of the problems in \"Statistical Rethinking\"\n\n\nMake sure you have all the [requirements](requirements.txt) installed.\n\n\n### Table of contents\n\n#### Chapter 3: Sampling\n\n- [3H - hard problems 1, 2, 3, 4, 5](03%20Chapter%203/01%20H1%2C2%2C3%2C4%2C5.ipynb)\n\n#### Chapter 4: Linear models\n\n- [4H - hard problems 1, 2, 3](04%20Chapter%204/01%20H1%2C2%2C3.ipynb)\n\n#### Chapter 5: Multivariate linear models\n\n- [5H - hard problems 1, 3, 3](05%20Chapter%205/01%20H1%2C2%2C3.ipynb)\n\n#### Chapter 6: Overfitting, Regularization, Information criteria\n\n- [6H - hard problems](06%20Chapter%206/01%20H1%2C2%2C3.ipynb)\n\n#### Chapter 7: Interactions\n\n- [Wines dataset](07%20Chapter%207/01%20Wines%20and%20Judges.ipynb)\n\n#### Chapter 8: MCMC\n\n- [8H - hard problems 1, 2, 3](08%20Chapter%208/01%20H1%2C2%2C3.ipynb)\n\n#### Chapter 10: Counting and Classification\n\n- [Prosocial chimpanzees, H2](10%20Chapter%2010/01%20Prosocial%20chimpanzees%2C%20H2.ipynb)\n- [UC Berkeley admissions](10%20Chapter%2010/02%20Graduate%20school%20admissions.ipynb)\n- [Oceanic islands tools](10%20Chapter%2010/03%20Oceanic%20tool%20complexity.ipynb)\n- [H3](10%20Chapter%2010/04%20H3.ipynb)\n- [H4](10%20Chapter%2010/05%20H4.ipynb)\n\n#### Chapter 11: Special and Mixture Distributions\n\n- [Ordered logistic regression, ordered categorical predictors](11%20Chapter%2011/01%20Ordered%20logistic%20regression.ipynb)\n- [Over-dispersed outcomes](11%20Chapter%2011/02%20Over-dispersed%20outcomes.ipynb)\n- [H: 1,2,3,4](11%20Chapter%2011/03%20H1%2C%202%2C%203%2C%204.ipynb)\n- [H5](11%20Chapter%2011/04%20H5.ipynb)\n- [H6](11%20Chapter%2011/05%20H6.ipynb)\n\n#### Chapter 12: Multilevel Models\n\n- [Varying intercepts, M1](12%20Chapter%2012/01%20Varying%20intercepts%2C%20M1.ipynb)\n- [H1](12%20Chapter%2012/02%20H1.ipynb)\n- [H: 2, 3](12%20Chapter%2012/03%20H2%2C%203.ipynb)\n- [Bangladesh Fertility Survey - complete model](12%20Chapter%2012/04%20Bangladesh%20Fertility%20Survey.ipynb)\n\n\n#### Chapter 13: Covariate multilevel inference and Gausian processes\n\n- [Covariate intercepts and slopes, M3](13%20Chapter%2013/01%20Covariate%20intercepts%20and%20slopes%2C%20M3.ipynb)\n- [Oceanic tools - auto-correlation model](13%20Chapter%2013/03%20Oceanic%20tools%2C%20auto-correlation%20with%20distance.ipynb)\n- [H1](13%20Chapter%2013/04%20H1.ipynb)\n- [H2](13%20Chapter%2013/05%20H2.ipynb)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpetrushev%2Fstatistical-rethinking","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpetrushev%2Fstatistical-rethinking","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpetrushev%2Fstatistical-rethinking/lists"}