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Xgboost classifier

Patrick Godwin requested to merge xgboost_classifier into master

This merge request adds a new classifier, XGBTree in classifiers/xgb.py which is a gradient-boosted tree algorithm provided by the xgboost library.

Because this class matches the scikit-learn API, we can leverage all the existing functionality in sklearn.py. It's only discoverable if the relevant library is available.

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