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Build a DecisionTreeRegressor which matches some of the API of the scikit-learn DecisionTreeRegressor.
https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html#sklearn.tree.DecisionTreeRegressor
No need to support the entire API to start. If you make the first pass, others can come in, and chip in other features as well.