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Decision Tree

A model that makes a prediction by following a branching series of yes/no questions.

Definition

A decision tree makes a prediction by asking a sequence of simple yes/no questions about the input, branching at each step until it reaches an answer. Trees are easy to read and explain, but a single tree can overfit, which is why they are often combined into forests or boosted ensembles.