Is it still mostly Nvidia cards that can run these?

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Yes, cuda is pretty non negotiable these days

Many libraries support or already work on AMD cards. The bonus with AMD is pure open source, no binary blobs -- that could lead to an edge for them in the long run.

But I have Nvidia so I can't say how to do it and I would expect a lot of fuss to get it working