Artificial Intelligence: Foundations of Computational Agents,  2nd Edition

Chapter 10 Learning with Uncertainty

Learning without thought is labor lost; thought without learning is perilous.

Confucius (551 BC – 479 BC), The Confucian Analects

This chapter is about probabilistic models for supervised learning, unsupervised learning, learning belief networks and Bayesian learning, which treats learning as probabilistic inference.