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skeptical_lurker comments on After Go, what games should be next for DeepMind? - Less Wrong Discussion
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I think gaming machines generally do have GPUs...
Of course, the GPU is also running the graphics, but the computer doesn't need to play well enough to beat world champions - I'm pretty sure that Alpha Go running on one CPU+GPU could play at a strong amateur level.
Of course, but mass-market games like Starcraft are designed to perform decently on the run-of-the-mill machines with integrated graphics.