To split a cell in vscode for a Jupyter Notebook we need to:

Ctrl + K Ctrl + shift + \

It's two commands after pressing Ctrl + K you'll probably see this at the bottom enter image description here

Hope this was helpful :)

For some people it seems like ctrl shift - works but that did not work for me.