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A step of cleaning data in data mining for analysis purposes

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NN works well on preproccessed data, but results are poor after de-normalizing - predicting ...

So I'm trying to build a neural network to fit an approximating function to a data set. The data set consists of (input,output) paris where the input features are discrete numbers [0,1,2,...,1027]. …
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