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Many people view neural networks as magic and capable of doing absolutely anything. Here are some articles that provide an anti-dote to that mania. An article by Andy Clark and Chris Thornton that references an article by Jeff Elman An article by Kevin Swingler discusses the pitfalls of using backprop on financial time series data.