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Fully Convlutional Neural Networks for state-of-the-art time series classification

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Could you please explain what is the reason to rescale Y here? https://github.com/cauchyturing/UCR_Time_Series_Classification_Deep_Learning_Baseline/blob/master/FCN.py#L41

How can we use the model developed so far to forecast it woud be helpful if you could give an insight into this.