Nvidia is a breeze on linux vs amd. cuda is the only thing meaningfully supported across Windows and Linux. I fought with my 6900xt for so long trying to get ROCm working that I eventually bought a used 1080ti just to do the AI/ML stuff I wanted to do. I threw that into a server and had everything up and running in literally 10 minutes (and 5 minutes was making proxmox pass the gpu through to the VM).

People want to bitch about nvidia, but their entire ecosystem is better than AMD. The documentation is better and the tooling is better. On paper AMD is competitive but in practice Nvidia has so much more going for it--especially if you are doing any sort of AI/ML.

There are some benefits to to amd on linux; its the reason I replaced my 3070ti for a 6900xt. But that experience taught me: 1. AMD isn't as good on linux as people give it credit for 2. nvidia isn't as bad on linux as people blame it for. You trade different issues. Eg. Lose nvenc and cant use amf unless you use the amdpro driver not the open source one. if you use the pro driver you immediately lose half the benefits of the open source driver which is probably why you switch to amd on linux to begin with. So if you game, you can't stream with a decent encoder--so you have to play with settings and throw cpu horsepower at it.

But hey, my DE doesn't stutter and I dont have to do kludgy workarounds to get some games to play.