No, you need to add it to the transforms_list.
transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])
You can look at the source code for CIFAR10 here: torchvision.datasets.cifar — Torchvision master documentation 1