Is it still mostly Nvidia cards that can run these?
Discussion
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