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Pros and cons of neural nets?

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I remember hearing at one point that any learning algorithm has problem classes it doesn't perform well on. I was wondering where I could get more information on that -- and in particular, on what sorts of problems neural nets don't work well with.

submitted by eusocialmachine
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