Since a few years it is possible to learn playing Atari games directly from pixels with reinforcement learning. A more recent discovery was that evolution strategies are competitive for training deep neural networks on those tasks. And even a simple genetic algorithm can work.
Those methods are fun to play around with. I have created a maze-world …