So I actually have very little experience with neural networks (NN), and even less with evolutionary algorithms (EA). I dug up some papers on neuro-evolution from the University of Texas NN Research Group. In particular, I read Evolving Neural Networks Through Augmenting Topologies for an overview of neuroevolution to help me get started. The results in that paper seem very nice, but I have no idea how fast an implementation would be able to run (ideally, the trained NN could process images in real time). I also don't know how well it will scale. I'm sure I can find other papers in the field that address scaling and efficient implementation issues.
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