Don’t install the full “cuda” package (the driver is too old for the current kernel), instead install the lastest driver using Ubntu’s Software&Updates, then follow the mentioned instructions but instead of installing ‘cuda’ install just the toolkit:
sudo apt install cuda-toolkit-11-3
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