Programs and automata that learn by adapting to their environment; programs that utilize genetic algorithms for learning. Samuels strategies, realistic neural networks, connectionist systems, classifi er systems, and related models of cognition. Artifi cial intelligence systems, such as NETL and SOAR, are examined for their impact upon machine learning and cognitive science.