mdentropy
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Rely on sklearn mutual info and entropy
Newly implemented (using knn estimator): http://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_regression.html#sklearn.feature_selection.mutual_info_regression
Would definitely help with code maintainability.