Decision Trees and Random Forests: A Visual Introduction For Beginners: A Simple Guide to Machine Learning with Decision Trees

by Chris Smith

The ability to work with new test examples and correctly classify them is technically called "generalizing", and trees that over fit cannot generalize well.