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fix docs fairness-aware ML description
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cosmicBboy committed Sep 30, 2017
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Expand Up @@ -34,9 +34,9 @@ loans among minorities is equal to the proportion of approved loans among white
people.

However, there are many other ways to define and operationalize fairness, and
the purpose of **themis-ml** is to attempt to provide an interface use
formalized definitions of fairness and discrimination in the machine learning
and statistics literature. Check out this
the purpose of **themis-ml** is to attempt to provide an interface that gives
users with access to formalized definitions of fairness and discrimination
described in the the machine learning and statistics literature. Check out this
`paper <https://github.com/cosmicBboy/themis-ml/blob/master/paper/main.pdf>`_
for more details.

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