Maybe! To be a success, I think it needs to integrate with TF/Pytorch/etc. at least as seamlessly as CUDA does and be clearly competitive in benchmarks of common DL stuff (e.g. training on Imagenet). It's not clear to me it's even possible to take a TF model I have and use this to run it on an AMD card.