{"id":13487000,"url":"https://github.com/edublancas/sklearn-evaluation","last_synced_at":"2025-03-27T21:31:50.411Z","repository":{"id":65561227,"uuid":"589342851","full_name":"edublancas/sklearn-evaluation","owner":"edublancas","description":"Machine learning model evaluation made easy: plots, tables, HTML reports, experiment tracking and Jupyter notebook analysis.","archived":false,"fork":true,"pushed_at":"2023-01-15T22:50:39.000Z","size":13575,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-03-24T04:17:28.291Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://sklearn-evaluation.ploomber.io","language":null,"has_issues":false,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":"ploomber/sklearn-evaluation","license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/edublancas.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2023-01-15T21:18:52.000Z","updated_at":"2024-01-01T21:42:01.000Z","dependencies_parsed_at":"2023-02-10T00:00:54.749Z","dependency_job_id":null,"html_url":"https://github.com/edublancas/sklearn-evaluation","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/edublancas%2Fsklearn-evaluation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edublancas%2Fsklearn-evaluation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edublancas%2Fsklearn-evaluation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/edublancas%2Fsklearn-evaluation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/edublancas","download_url":"https://codeload.github.com/edublancas/sklearn-evaluation/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245927296,"owners_count":20695206,"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":[],"created_at":"2024-07-31T18:00:54.206Z","updated_at":"2025-03-27T21:31:49.362Z","avatar_url":"https://github.com/edublancas.png","language":null,"funding_links":[],"categories":["The Data Science Toolbox","Evaluation","Python","Exploration"],"sub_categories":["General Machine Learning Packages","Synthetic Data","Automatic Plotting","NLP"],"readme":"# sklearn-evaluation\n\n![CI](https://github.com/ploomber/sklearn-evaluation/workflows/CI/badge.svg)\n[![Documentation Status](https://readthedocs.org/projects/sklearn-evaluation/badge/?version=latest)](https://sklearn-evaluation.readthedocs.io/en/latest/?badge=latest)\n[![PyPI version](https://badge.fury.io/py/sklearn-evaluation.svg)](https://badge.fury.io/py/sklearn-evaluation)\n[![Coverage Status](https://coveralls.io/repos/github/ploomber/sklearn-evaluation/badge.svg)](https://coveralls.io/github/ploomber/sklearn-evaluation)\n[![Twitter](https://img.shields.io/twitter/follow/edublancas?label=Follow\u0026style=social)](https://twitter.com/intent/user?screen_name=ploomber)\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)\n\n\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://ploomber.io/community\"\u003eJoin our community\u003c/a\u003e\n  |\n  \u003ca href=\"https://www.getrevue.co/profile/ploomber\"\u003eNewsletter\u003c/a\u003e\n  |\n  \u003ca href=\"mailto:contact@ploomber.io\"\u003eContact us\u003c/a\u003e\n  |\n  \u003ca href=\"https://sklearn-evaluation.ploomber.io\"\u003eDocs\u003c/a\u003e\n  |\n  \u003ca href=\"https://ploomber.io/\"\u003eBlog\u003c/a\u003e\n  |\n  \u003ca href=\"https://www.ploomber.io\"\u003eWebsite\u003c/a\u003e\n  |\n  \u003ca href=\"https://www.youtube.com/channel/UCaIS5BMlmeNQE4-Gn0xTDXQ\"\u003eYouTube\u003c/a\u003e\n\u003c/p\u003e\n\nMachine learning model evaluation made easy: plots, tables, HTML reports, experiment tracking, and Jupyter notebook analysis.\n\nSupports Python 3.7 and higher. Tested on Linux, macOS and Windows.\n\n*Note:* Recent versions likely work on Python 3.6, however, `0.8.2` was the latest version we tested with Python 3.6.\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://binder.ploomber.io/v2/gh/ploomber/sklearn-evaluation/master?urlpath=lab/tree/docs/quickstart/classification.md\"\u003e \u003cimg src=\"_static/get-started.svg\" alt=\"Get Started\"\u003e \u003c/a\u003e\n\u003c/p\u003e\n\n![confusion matrix](examples/cm.png)\n\n# Install  \n\n```bash\npip install sklearn-evaluation\n```\n\n# Features\n\n* [Plotting](https://sklearn-evaluation.ploomber.io/en/latest/classification/basic.html) (confusion matrix, feature importances, precision-recall, roc, elbow curve, silhouette plot)\n* Report generation ([example](https://htmlpreview.github.io/?https://github.com/ploomber/sklearn-evaluation/blob/master/examples/report.html))\n* [Evaluate grid search results](https://sklearn-evaluation.ploomber.io/en/latest/optimization/grid_search.html)\n* [Track experiments using a local SQLite database](https://sklearn-evaluation.ploomber.io/en/latest/comparison/SQLiteTracker.html)\n* [Analyze notebooks output](https://sklearn-evaluation.ploomber.io/en/latest/comparison/NotebookCollection.html)\n* [Query notebooks with SQL](https://sklearn-evaluation.ploomber.io/en/latest/comparison/nbdb.html)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fedublancas%2Fsklearn-evaluation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fedublancas%2Fsklearn-evaluation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fedublancas%2Fsklearn-evaluation/lists"}