AMD has real good hardware to compete at least in the gaming sector. But, the hardware is only as good as the software/driver supporting it. In the ML and Cryptor sector, Nvidia has built a moat around their hardware called CUDA, a pretty much standard if you want your GPU specific code to be “portable”. I’m afraid OpenCL won’t matter anymore unless Nvidia supports it. Anyone with more industrial domain knowledge wants to chime in?