Converting 3D to 1D or 2D causes loss of data which might impact the prediction, So is there a ready made function to convert 3d to 1d and as well as save the loss of data?
There's no way to save the loss of the data with the readymade function. Reversing the maths from reducing the data is possible and is quite a hectic task and is not applicable in day to day life. Instead, you should only drop the data around 3 to 5% so that it's statistics don't change that much.
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