{"id":15036606,"url":"https://github.com/apple/dnikit","last_synced_at":"2025-10-19T13:21:38.418Z","repository":{"id":187301712,"uuid":"634081620","full_name":"apple/dnikit","owner":"apple","description":"A Python toolkit for analyzing machine learning models and datasets.","archived":false,"fork":false,"pushed_at":"2023-09-08T13:58:53.000Z","size":12474,"stargazers_count":79,"open_issues_count":1,"forks_count":9,"subscribers_count":10,"default_branch":"main","last_synced_at":"2025-01-30T07:33:06.747Z","etag":null,"topics":["ai","bias","compression","data","data-duplication","fairness","fairness-ml","introspection","machine-learning","ml","python"],"latest_commit_sha":null,"homepage":"https://apple.github.io/dnikit/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/apple.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":"CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-04-29T01:59:00.000Z","updated_at":"2025-01-12T19:07:01.000Z","dependencies_parsed_at":"2024-09-24T20:31:53.436Z","dependency_job_id":"46c6b19d-55f7-40ed-91f7-6547b92e9e20","html_url":"https://github.com/apple/dnikit","commit_stats":null,"previous_names":["apple/dnikit"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fdnikit","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fdnikit/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fdnikit/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fdnikit/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/apple","download_url":"https://codeload.github.com/apple/dnikit/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237224845,"owners_count":19275094,"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":["ai","bias","compression","data","data-duplication","fairness","fairness-ml","introspection","machine-learning","ml","python"],"created_at":"2024-09-24T20:31:41.422Z","updated_at":"2025-10-19T13:21:33.378Z","avatar_url":"https://github.com/apple.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Data and Network Introspection Kit (DNIKit)\n\nA Python toolkit for introspection of machine learning models and datasets.\n\nPlease see the [complete docs](https://apple.github.io/dnikit/index.html) for more information.\n\n### Installation\n\nStandard PyPi installation. For installation from a specific branch, see [Contributor's Guide](https://apple.github.io/dnikit/dev/contributing.html).\n\n```\npip install dnikit\n```\n\nTo run the notebook examples, try this instead:\n\n```\npip install \"dnikit[notebook]\"\n```\n\nStart the notebook:\n\n```\njupyter notebook\n```\n\nMore installation options can be found in the [docs](https://apple.github.io/dnikit/general/installation.html).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fapple%2Fdnikit","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fapple%2Fdnikit","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fapple%2Fdnikit/lists"}