Would be great for sklearn-contrib, though!
On 10/29/18 1:36 AM, Feldman, Joshua wrote:
Hi,
I was wondering if there's any interest in adding fairness metrics to
sklearn. Specifically, I was thinking of implementing the metrics
described here:
https://dsapp.uchicago.edu/projects/aequitas/
I recognize that these metrics are extremely simple to calculate, but
given that sklearn is the standard machine learning package in python,
I think it would be very powerful to explicitly include algorithmic
fairness - it would make these methods more accessible and, as a
matter of principle, demonstrate that ethics is part of ML and not an
afterthought. I would love to hear the groups' thoughts and if there's
interest in such a feature.
Thanks!
Josh
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