Usually the CUDA versions end up uninstalling other CUDA versions and drivers due to package manager issues.
I wish nvidia would just release a `sudo apt install cuda-all` that just keeps you updated with ALL possible cuda versions simultaneously. I know it would be 20GB but that's fine, it's a drop in the bucket compared to the datasets I play with.