>"Until AMD comes up with their version of CUDA, and convinces the authors of deep learning frameworks to support it, they will be behind."

I agree AMD needs to do this badly, but don't think it will take much convincing as long as it works. You can read reddit/etc ml forums and see people are desperate for some alternative (AMD or otherwise) due to Nvidia's abuses of its monopoly.