amd gpu computing 4
https://record-wiki.win/index.php/How_AMD_AI_Innovation_Is_Reshaping_Computing_from_the_Data_Center_to_the_Desktop
For heavy number crunching, an AMD GPU is a workhorse. Beyond gaming, its stream processors handle parallel tasks like physics simulation and machine learning way faster than a CPU. You tap into that raw compute power through their ROCm platform, which works with Python and popular frameworks. It's not always plug-and-play, but when you get it tuned, rendering frames or training models feels snappy.