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Add fast AUC computation that can be used during training #70

@kathyxchen

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@kathyxchen

This will be a small addition to the utilities in Selene. I want to provide a faster AUC computation (compared to sklearn's implementation, which we are currently using) that can run during training. Additionally, I want to add the option to parallelize the performance metrics computations if the model predicts a very large number of classes (over 10^4).

(Have not yet looked into other "fast" computations, e.g. average precision, but these may come up as well.)

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