Normalization Layers

Normalization techniques for stabilizing training and improving convergence. Includes batch normalization variants (0D-3D), layer normalization, RMS normalization, group normalization, and weight standardization. Each normalization strategy addresses different aspects of internal covariate shift and gradient flow.

BatchNorm0d	0-D batch normalization.
BatchNorm1d	1-D batch normalization.
BatchNorm2d	2-D batch normalization.
BatchNorm3d	3-D batch normalization.
LayerNorm	Layer normalization layer [1]_.
RMSNorm	Root Mean Square Layer Normalization [1]_.
GroupNorm	Group Normalization layer [1]_.
weight_standardization	Scaled Weight Standardization.