Please have a look at https://github.com/scikit-learn/scikit-learn/pull/1538 I will now get coffee.... If you have a minute, I'd love to have your feedback on https://github.com/scikit-learn/scikit-learn/pull/1518 and how I should proceed with the gradient boosting there.
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