Roman Lutz
Roman Lutz
This first came up in #943 through [a comment](https://github.com/fairlearn/fairlearn/issues/943#issuecomment-914997930_) by @hildeweerts. The existing headers and structure may not be ideal for helping users discover the section they're actually looking for...
The paper [Data preprocessing techniques for classification without discrimination](https://link.springer.com/content/pdf/10.1007%2Fs10115-011-0463-8.pdf) by Kamiran and Calders outlines preprocessing techniques *suppression*, *massaging*, and *reweighing* or *resampling*. The goal of this task is to implement...
Full paper: https://arxiv.org/abs/2005.05906 "Why Fairness Cannot Be Automated: Bridging the Gap Between EU Non-Discrimination Law and AI" by Sandra Wachter, Brent Mittelstadt, Chris Russell The [implementation details from AWS](https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-cddl.html) may...
Example: https://dev.azure.com/responsibleai/fairlearn/_build/results?buildId=3657&view=logs&jobId=a846d25a-e32c-5640-1b53-e815fab94407&j=f2ae15cd-30d2-5fb2-07f7-558e9be6b891&s=778b61a2-25e7-5600-2cb0-dd2dc8e23627 The affected code: ``` assert logging_all_close([[3.2, 11.2], [-3.47346939, 10.64897959], [-2.68, 10.12], [-1.91764706, 9.61176471], [-1.18461538, 9.12307692], [-0.47924528, 8.65283019], [0.2, 0.7]], all_predict) ``` and only the first entry fails. ```...
Add `.. versionadded` and `.. versionchanged` to all methods (and classes if possible) ``` .. versionadded:: 0.7 In previous versions only the ``predict`` method was used implicitly. .. versionchanged:: 0.7...
This builds on #825. The smaller textual inconsistencies between the headers of the custom landing page and sphinx-generated pages were resolved through #976, but the layout is still off. This...
The paper [Mitigating Unwanted Biases with Adversarial Learning](https://arxiv.org/abs/1801.07593) by Zhang, Lemoine, and Mitchell presents an "adversarial debiasing" technique. The goal of this task is to implement it. AIF360 has an...
Related to #855
Related to #855
Related to #855