I have wondered the same thing. I'm not sure if there's a "best" approach, but deep networks have shown good results by creating one big network.
I've been using MinGW for a few months now. It's nice to have a way to compile windows...
I'm new to ANNs. I'm working on a very simple classification ANN that will classify...