+1 to that. Nvidia isn't winning the AI accelerator race because it's making obviously superior products to AMD/Intel. It is winning because CUDA is easy to use

+1 to that. Nvidia isn't winning the AI accelerator race because it's making obviously superior products to AMD/Intel. It is winning because CUDA is easy to use and reason about. OpenCL's API is terrible to use and even if you know all of it's kinks there is much more boilerplate which turns a small script into a tangled mess.