How to Simulate Large Scale Neural Networks?

Researchers have used a gaming computer to simulate large scale neural networks. They were able to bypass the need for massive amounts of information stored on supercomputers. This could be like rocket fuel to this kind of research, which is awesome. But it also does show you how powerful graphics processing units are with these powerful computers.