Book excerpt: The idea of intelligent machines has become part of popular culture. Tracing the history of the actual science of machine intelligence reveals a rich network of cross-disciplinary contributions, and the origins of ideas now central to artificial intelligence, artificial life, cognitive science and neuroscience.