I switched my anaconda environment and updated my packages and now it is working with torchvision 0.4.2 and torch 1.3.1.
I was running torchvision version is 0.4.1, it seems to be the latest I can get through pip for some reason.

pip install --upgrade torchvision

returns
Requirement already up-to-date: torchvision in c:\users\...\lib\site-packages (0.4.1)
Requirement already satisfied, skipping upgrade: pillow>=4.1.1 in c:\users\...\lib\site-packages (from torchvision) (6.2.1)
Requirement already satisfied, skipping upgrade: torch in c:\users\...\lib\site-packages (from torchvision) (1.0.1)
Requirement already satisfied, skipping upgrade: numpy in c:\users\...\lib\site-packages (from torchvision) (1.17.4)
Requirement already satisfied, skipping upgrade: six in c:\users\...\lib\site-packages (from torchvision) (1.13.0)


Everything is working now, however  I’m still unable to find the command in the documentation, which is why I thought the syntax might have changed.