In all, reinforcement learning suffers from the same limitations as regular machine learning. It’s an ideal option for domains that are evolving and where some data is unavailable at the start.

Scientists at U.K.-based AI lab DeepMind argue true artificial intelligence will emerge from sticking to the principle of reward maximization.