14 Apr 2005
CS 3243 - Revision
40
Training and testing
¡Judge
induced h()’s quality by using a test set
¡Training
and test set must be separate; otherwise peeking occurs
¡Modeling
noise or specifics of the training data can lead to overfitting
lUse
pruning to remove parts of the hypothesis that aren’t
justifiable