The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World

by Pedro Domingos

Overfitting is the central problem in machine learning.

Rulea that perfectly apply to the given data. Like the spam filter that marks as spam only if is an exact copy of a previously flagged email.