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Paperspace team here. We offer a 24GB GPU option with minimal RAM. Check out the P6000 here: https://gradient.paperspace.com/instances Hope that's what you're looking for :)

Perhaps you could try CPU training. I believe it should take about 10x longer on a many-core machine, but still might be worth it (if you require lots of RAM and can afford to wait). There are also various techniques to reduce memory usage.

Does a card like that exist? Last time I shopped for them (a few years ago) it didn't.

It does and we offer it. It's called the P6000 and it includes 24GB GPU RAM. It's one of the most popular chips we offer for any kind of CV task as you can fit a ton of images, video frames etc. in GPU memory. In any case, here's a link to the full lineup we offer: https://gradient.paperspace.com/instances