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Decision trees
A tree asks one yes-or-no question about one feature at a time, cutting the plane into boxes; each cut makes the boxes purer, and depth decides how far it chases noise.
Classical machine learning
A decision tree asks one yes-or-no question about one feature at a time. This topic grows trees, averages many of them into a random forest, and builds a boosted ensemble from small trees, each fitted to the errors left so far.
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