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And Nvidia drivers already set up, which you can spend a lot of time fiddling with in other distros.

and they are setup in a way which breaks compatibility with nvidia-docker, so beware of that.

Use tensorman. It's way cleaner than nvidia-docker, and isn't made by a company hostile to Linux to boot.