Is there a machine learning program for casual tinkering? • /r/MachineLearning

Is there a program out there that's easy to set up that I could run on my unremarkable desktop PC to watch it try a simple game for a few hours and see how much it learns? I'd love to watch the evolution of a program as it learns something like Pacman on its own.