Non-deterministic systems are those where the same initial conditions can lead to different outcomes, making precise prediction impossible. These systems are fundamental in understanding complex phenomena in fields like quantum mechanics, weather forecasting, and artificial intelligence, where uncertainty and randomness play crucial roles.