As we saw in this post, logic based learners form on of the most significant class of learning models. And one of the fundamental “logic based” learning algorithms are decision trees. In this post we take an in-depth look at the concepts behind decision trees and how they can be used to derive logic from data.

We use a simple dataset of a movie database for reference, in order to look at all the concepts behind decision trees: