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.
This plugin offers DSS component to monitor the fairness of a model regarding a sensitive column:
- Model view: visualise different fairness metrics.
Please see our official plugin page for installation.
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.
This plugin is:
Copyright (c) 2021 Dataiku SAS Licensed under the Apache License version 2.0.