https://github.com/dataiku/dss-plugin-model-fairness-report

Getting insight about the fairness of a model regarding a sensitive attribute
https://github.com/dataiku/dss-plugin-model-fairness-report

dataiku dss-plugin fairness machinelearning

Last synced: 6 days ago
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Getting insight about the fairness of a model regarding a sensitive attribute

• Host: GitHub
• URL: https://github.com/dataiku/dss-plugin-model-fairness-report
• Owner: dataiku
• License: apache-2.0
• Created: 2020-06-18T13:03:13.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2022-09-13T17:23:56.000Z (over 3 years ago)
• Last Synced: 2023-03-30T13:14:49.807Z (about 3 years ago)
• Topics: dataiku, dss-plugin, fairness, machinelearning
• Language: Python
• Homepage: https://www.dataiku.com/product/plugins/model-fairness-report/
• Size: 191 KB
• Stars: 2
• Watchers: 20
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • License: LICENSE
  • Code of conduct: CODE_OF_CONDUCT.md

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README

          
# Model fairness report

Evaluating the fairness of machine learning models has been a topic of both academic and business interest in recent years. However, before prescribing any resolution to the problem of model bias, it is crucial to learn more about how biased a model is, by measuring some fairness metrics. This plugin is intended to help you with this measurement task.

## Scope of the plugin

This plugin offers DSS component to monitor the fairness of a model regarding a sensitive column:

* Model view: visualise different fairness metrics.

## Installation and requirements

Please see our [official plugin page](https://www.dataiku.com/product/plugins/model-fairness-report/) for installation.

## Changelog

**Version 1.0.8 (2022-08)**

* Add new flags to webapp.json (backend types + prediction types)

* Cleanup code

**Version 1.0.7 (2022-03)**

* Add support for LightGBM

**Version 1.0.0 (2020-12)**

* Initial release

* Model view component

You can log feature requests or issues on our [dedicated Github repository](https://github.com/dataiku/dss-plugin-model-fairness-report/issues).

# License

This plugin is:

Copyright (c) 2021 Dataiku SAS Licensed under the Apache License version 2.0.