Nvidia did not "sell its gaming architecture to a handful of scientists" A handful of scientists such as Patrice Simard et MSR, Andrew Ng, and later Geoff Hinton, hijacked CUDA and implemented convnets and backprop on them. It took several years for Nvidia to realize there was
Scientists Hijacked Nvidia CUDA for Deep Learning Research
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