To apply transforms.Normalize on a batch you could either run this transformation in a loop on each input or normalize the data tensoe manually via:
x = (x - mean) / std

Inside transforms.Normalize the torchvision.transforms.functional API will be used as F.normalize.
This is not the same methods as torch.nn.functional.normalize and will accept different input arguments.