AIComponents - Association Rules: Short tutorial on association rules
AIComponents - Decision Trees: Short tutorial on decision trees
Computational Learning Algorithms: A course project applet demonstrating and comparing the performance of three machine learning methods (the ID3 decision tree inducer, an artificial neural network, and a genetic algorithm) on two classification data sets.
Curriculum for the Machine: When computers become capable of "natural thinking," should we begin to teach them like children?
Machine Learning: Iowa State University - introductory graduate course on specification, design, implementation, and applications of learning agents.
Machine Learning for the (CS) Masses: ACM Curriculum Descant article on machine learning education, especially in undergraduate-level computer science curricula
PathLearner: Educational tool that demonstrates learning a shortest path on a grid using reinforcement learning.