Orange3 Fairness
================
Orange3 Fairness is an add-on for the [Orange3](http://orangedatamining.com/) data mining suite.
It provides extensions for fairness-aware AI, which includes algorithms for detecting and mitigating
different types of biases in the data and the predictions of machine learning models.
See [documentation](https://orange3-fairness.readthedocs.io/).
Features
--------
#### Bias detection
* detect bias present in the data
* detect bias present in model predictions
#### Bias mitigation
* pre-processing, in-processing and post-processing methods for bias mitigation
Raw data
{
"_id": null,
"home_page": "https://github.com/biolab/orange3-fairness",
"name": "Orange3-Fairness",
"maintainer": "Zan Mervic",
"docs_url": null,
"requires_python": null,
"maintainer_email": null,
"keywords": "orange3 add-on, orange3 fairness",
"author": "Bioinformatics Laboratory, FRI UL",
"author_email": "info@biolab.si",
"download_url": "https://files.pythonhosted.org/packages/35/73/6f714f6c27a36908de78c92d8657a2de9c8bac309f24e57f6f64a1bfc4f6/orange3_fairness-1.0.0.tar.gz",
"platform": null,
"description": "Orange3 Fairness\n================\n\nOrange3 Fairness is an add-on for the [Orange3](http://orangedatamining.com/) data mining suite. \nIt provides extensions for fairness-aware AI, which includes algorithms for detecting and mitigating \ndifferent types of biases in the data and the predictions of machine learning models. \nSee [documentation](https://orange3-fairness.readthedocs.io/).\n\nFeatures\n--------\n#### Bias detection\n* detect bias present in the data\n* detect bias present in model predictions\n\n#### Bias mitigation\n* pre-processing, in-processing and post-processing methods for bias mitigation\n\n",
"bugtrack_url": null,
"license": "GPL3+",
"summary": "Orange3 add-on for fairness-aware machine learning.",
"version": "1.0.0",
"project_urls": {
"Homepage": "https://github.com/biolab/orange3-fairness"
},
"split_keywords": [
"orange3 add-on",
" orange3 fairness"
],
"urls": [
{
"comment_text": "",
"digests": {
"blake2b_256": "c056fccf25b809bd9ff908ab68471b13a7e91a8759669f5dc46eb0139f6cb786",
"md5": "757ee3a9f504da41eabcfe3b9a9e12ea",
"sha256": "759789882c8630647b17cd9ead958314843e2c490991ce85992d66cb3b639782"
},
"downloads": -1,
"filename": "Orange3_Fairness-1.0.0-py3-none-any.whl",
"has_sig": false,
"md5_digest": "757ee3a9f504da41eabcfe3b9a9e12ea",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3540108,
"upload_time": "2024-08-19T19:05:32",
"upload_time_iso_8601": "2024-08-19T19:05:32.090521Z",
"url": "https://files.pythonhosted.org/packages/c0/56/fccf25b809bd9ff908ab68471b13a7e91a8759669f5dc46eb0139f6cb786/Orange3_Fairness-1.0.0-py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "35736f714f6c27a36908de78c92d8657a2de9c8bac309f24e57f6f64a1bfc4f6",
"md5": "f2faa50102006bae1e1a5c553a671c41",
"sha256": "1e6aadcab198b9814ee99ddf024430e64fc5506c8eddd2744d84d63aa9b47af0"
},
"downloads": -1,
"filename": "orange3_fairness-1.0.0.tar.gz",
"has_sig": false,
"md5_digest": "f2faa50102006bae1e1a5c553a671c41",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 45187,
"upload_time": "2024-08-19T19:05:34",
"upload_time_iso_8601": "2024-08-19T19:05:34.153531Z",
"url": "https://files.pythonhosted.org/packages/35/73/6f714f6c27a36908de78c92d8657a2de9c8bac309f24e57f6f64a1bfc4f6/orange3_fairness-1.0.0.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"upload_time": "2024-08-19 19:05:34",
"github": true,
"gitlab": false,
"bitbucket": false,
"codeberg": false,
"github_user": "biolab",
"github_project": "orange3-fairness",
"travis_ci": false,
"coveralls": true,
"github_actions": true,
"tox": true,
"lcname": "orange3-fairness"
}
JSON
