We have effective theories for very few things. Gravity is one, electromagnetism another. But for most thingswhether as mundane as finding a mate or as major as managing an economyour theories are lousy or nonexistent. Fortunately, we dont need them, any more than a fish needs a theory of water to swim; were able to muddle through. But how do we do it? In Probably Approximately Correct, computer scientist Leslie Valiant presents a theory of the theoryless. The key is probably approximately correct learning, Valiants model of how anything can act without needing to understand what is going on. The study of probably approximately correct algorithms reveals the shared computational nature of evolution and cognition, indicates how computers might possess authentic intelligence, and shows why hacking a problem can be far more effective than developing a theory to explain it. After all, finding a mate is a lot more satisfying than finding a theory of mating.Offering an elegant, powerful model that encompasses all of lifes complexity, Probably Approximately Correct will revolutionize the way we look at the universes greatest mysteries.