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[Feature Request] Create a BatchNorm layer #5

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@ShreyasKhandekar

Pytorch has a few normalization layers that ChAI does not currently implement. See https://pytorch.org/docs/stable/nn.html#normalization-layers for a list of some of the layers.

I think the most important one to implement first is BatchNorm1d which does batch normalization over a 2D or 3D input.
We can then move to higher dimensions like BatchNorm2d/3d when needed.

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