17 Mar 2004
CS 3243 - Learning
42
Summary
nLearning needed for unknown environments, lazy designers
nLearning agent = performance element + learning element
nFor supervised learning, the aim is to find a simple hypothesis approximately consistent with training examples
nDecision tree learning using information gain
nLearning performance = prediction accuracy measured on test set