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": "",
"maintainer_email": "",
"keywords": "orange3 add-on,orange3 fairness",
"author": "Bioinformatics Laboratory, FRI UL",
"author_email": "info@biolab.si",
"download_url": "https://files.pythonhosted.org/packages/75/6a/30cde6cb0c166a14ac2d2afa5f8dc1cff8b04e344e9cc93cba5e3d755af7/Orange3-Fairness-0.2.0.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": "0.2.0",
"project_urls": {
"Homepage": "https://github.com/biolab/orange3-fairness"
},
"split_keywords": [
"orange3 add-on",
"orange3 fairness"
],
"urls": [
{
"comment_text": "",
"digests": {
"blake2b_256": "27435ea8742d285d2672d1de2a00d977ffca8747a9adcfd79986546be9c50390",
"md5": "445fa6b6ae7cf2616ded8efea281f63e",
"sha256": "44e99da006a55f7f27df9abed0f54e5597808be80bac737ead132574c0b6519d"
},
"downloads": -1,
"filename": "Orange3_Fairness-0.2.0-py3-none-any.whl",
"has_sig": false,
"md5_digest": "445fa6b6ae7cf2616ded8efea281f63e",
"packagetype": "bdist_wheel",
"python_version": "py3",
"requires_python": null,
"size": 3534628,
"upload_time": "2024-03-19T18:25:09",
"upload_time_iso_8601": "2024-03-19T18:25:09.039327Z",
"url": "https://files.pythonhosted.org/packages/27/43/5ea8742d285d2672d1de2a00d977ffca8747a9adcfd79986546be9c50390/Orange3_Fairness-0.2.0-py3-none-any.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "756a30cde6cb0c166a14ac2d2afa5f8dc1cff8b04e344e9cc93cba5e3d755af7",
"md5": "f0797395d799ee80bab063587782fb37",
"sha256": "53586b63f0e94d7c6884632a3d8ca179d065e0f17914656210883b6eae6a1156"
},
"downloads": -1,
"filename": "Orange3-Fairness-0.2.0.tar.gz",
"has_sig": false,
"md5_digest": "f0797395d799ee80bab063587782fb37",
"packagetype": "sdist",
"python_version": "source",
"requires_python": null,
"size": 45755,
"upload_time": "2024-03-19T18:25:11",
"upload_time_iso_8601": "2024-03-19T18:25:11.288989Z",
"url": "https://files.pythonhosted.org/packages/75/6a/30cde6cb0c166a14ac2d2afa5f8dc1cff8b04e344e9cc93cba5e3d755af7/Orange3-Fairness-0.2.0.tar.gz",
"yanked": false,
"yanked_reason": null
}
],
"upload_time": "2024-03-19 18:25:11",
"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
