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Artificial neural networks (ANNs) are a broad class of computational models loosely based on biological neural networks. They encompass feedforward NNs (including "deep" NNs), convolutional NNs, recurrent NNs, etc.

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Neural Networks - Acceptable to choose best model after several trys?

I have fitted several neural networks to some training data using different parameter settings for weight decay, nodes, max iterations etc. As I dealt with time series data I chose a form of rolling-w …