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Here are some good news for Kaggle competitors... :) In this PR, I propose a complete rewrite of the core tree module (_tree.pyx) and of all tree-dependent estimators. In particular, this new implementation factorizes out the splitting strategy at the core of the construction process of a tree. Such a strategy is now implemented in a Splitter object as specified in the new interface in _tree.pxd.
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