{"id":23673761,"url":"https://github.com/carpentries-incubator/machine-learning-responsible-python","last_synced_at":"2025-09-02T02:32:46.884Z","repository":{"id":39741627,"uuid":"420227726","full_name":"carpentries-incubator/machine-learning-responsible-python","owner":"carpentries-incubator","description":"Introduction to responsible machine learning with Python","archived":false,"fork":false,"pushed_at":"2025-05-05T17:52:44.000Z","size":19808,"stargazers_count":4,"open_issues_count":12,"forks_count":8,"subscribers_count":4,"default_branch":"gh-pages","last_synced_at":"2025-08-30T19:53:00.290Z","etag":null,"topics":["english","lesson","machine-learning","ml","pre-alpha","python","responsible-ai","responsible-ml"],"latest_commit_sha":null,"homepage":"https://carpentries-incubator.github.io/machine-learning-responsible-python/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/carpentries-incubator.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":"AUTHORS","dei":null},"funding":{"github":["carpentries"],"custom":["https://give.communityin.org/TheCarpentries"]}},"created_at":"2021-10-22T20:03:38.000Z","updated_at":"2023-12-21T18:57:10.000Z","dependencies_parsed_at":"2023-12-12T19:57:04.672Z","dependency_job_id":"d0d520e2-b9ce-47cd-ae13-1ad7032864dd","html_url":"https://github.com/carpentries-incubator/machine-learning-responsible-python","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":"carpentries-incubator/template","purl":"pkg:github/carpentries-incubator/machine-learning-responsible-python","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpentries-incubator%2Fmachine-learning-responsible-python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpentries-incubator%2Fmachine-learning-responsible-python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpentries-incubator%2Fmachine-learning-responsible-python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpentries-incubator%2Fmachine-learning-responsible-python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/carpentries-incubator","download_url":"https://codeload.github.com/carpentries-incubator/machine-learning-responsible-python/tar.gz/refs/heads/gh-pages","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/carpentries-incubator%2Fmachine-learning-responsible-python/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273220094,"owners_count":25066307,"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","status":"online","status_checked_at":"2025-09-02T02:00:09.530Z","response_time":77,"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":["english","lesson","machine-learning","ml","pre-alpha","python","responsible-ai","responsible-ml"],"created_at":"2024-12-29T12:55:51.770Z","updated_at":"2025-09-02T02:32:44.766Z","avatar_url":"https://github.com/carpentries-incubator.png","language":"Python","readme":"# Responsible machine learning in Python\n\nThis half-day lesson explores key topics on the responsible application of machine learning. The lesson is presented as a series of case studies that illustrate real world examples. \n\nThe lesson covers a broad range of topics, including reproducibility, bias, and interpretability. It is the final lesson in the machine learning curriculum. \n\n1. Introduction to Machine Learning in Python [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-novice-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-novice-python)]\n2. Introduction to Tree Models in Python [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-trees-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-trees-python)]\n3. Introduction to artificial neural networks in Python [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-neural-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-neural-python)]\n4. **Responsible machine learning in Python** [[Lesson materials](https://carpentries-incubator.github.io/machine-learning-responsible-python/); [Code repository](https://github.com/carpentries-incubator/machine-learning-responsible-python)]\n\n## Workshop schedule\n\nThese lessons are being run at University of Edinburgh as part of the Ed-DaSH Data Science training programme for Health and Biosciences. \n\nThe first lessons were taught in May: https://edcarp.github.io/2022-05-24_ed-dash_machine-learning/. For a list of future lessons, see: https://edcarp.github.io/Ed-DaSH/workshops\n\n\n## Contributing\n\nWe welcome all contributions to improve the lesson! Maintainers will do their best to help you if you have any\nquestions, concerns, or experience any difficulties along the way.\n\nWe'd like to ask you to familiarize yourself with our [Contribution Guide](CONTRIBUTING.md) and have a look at\nthe [more detailed guidelines][lesson-example] on proper formatting, ways to render the lesson locally, and even\nhow to write new episodes.\n\nPlease see the current list of [issues](https://github.com/carpentries-incubator/machine-learning-responsible-python/issues) for ideas for contributing to this\nrepository. For making your contribution, we use the GitHub flow, which is\nnicely explained in the chapter [Contributing to a Project](http://git-scm.com/book/en/v2/GitHub-Contributing-to-a-Project) in Pro Git\nby Scott Chacon.\nLook for the tag ![good_first_issue](https://img.shields.io/badge/-good%20first%20issue-gold.svg). This indicates that the maintainers will welcome a pull request fixing this issue.\n\n\n## Maintainer(s)\n\nCurrent maintainers of this lesson are:\n\n* Tom Pollard ([Website](https://people.csail.mit.edu/tpollard/); [GitHub](https://github.com/tompollard))\n\n\n## Authors\n\nA list of contributors to the lesson can be found in [AUTHORS](AUTHORS)\n\n## Citation\n\nTo cite this lesson, please consult with [CITATION](CITATION)\n\n[cdh]: https://cdh.carpentries.org\n[cdh-topic-tags]: https://cdh.carpentries.org/the-carpentries-incubator.html#topic-tags\n[change-default-branch]: https://docs.github.com/en/github/administering-a-repository/changing-the-default-branch\n[community-lessons]: https://carpentries.org/community-lessons\n[lesson-example]: https://carpentries.github.io/lesson-example\n","funding_links":["https://github.com/sponsors/carpentries","https://give.communityin.org/TheCarpentries"],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarpentries-incubator%2Fmachine-learning-responsible-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcarpentries-incubator%2Fmachine-learning-responsible-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcarpentries-incubator%2Fmachine-learning-responsible-python/lists"}