What current status of neural network theory?

I know what they are, how do they work, and the fact that they do their job good. But, can we proof that concrete topology reached its maximum in terms of usefulness? I mean, can we predict ratio of information given to system to information gotten from it, based only on knowledge of network topology?

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Nevin Manimala

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