[scikit-learn] Fairness Metrics

2018-10-28 Thread Feldman, Joshua
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

Re: [scikit-learn] Fairness Metrics

2018-10-30 Thread Feldman, Joshua
Hi Andy, Yes, good point and thank you for your thoughts. The Aequitas project stood out to me more because of their flowchart than their auditing software because, as you mention, you always fail the report if you include all the measures! Just as with choosing a machine learning algorithm,

Re: [scikit-learn] Fairness Metrics

2018-11-01 Thread Feldman, Joshua
Thanks Andy, I'll look into starting a scikit-learn-contrib project! Best, Josh ___ scikit-learn mailing list scikit-learn@python.org https://mail.python.org/mailman/listinfo/scikit-learn