I'm pretty satisfied with my linux nvidia gpu setup. I may not have as much memory on my card, but the speed is almost certainly competitive if not outright faster. Further there are lots of techniques that mitigate this issue like offloading/streaming layers in as needed, quantizing, etc.

It also handles actual training/finetuning better.