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Lumifer comments on AIFoom Debate - conclusion? - Less Wrong Discussion
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The answer is "mine Bitcoin in the pre-FPGA days" :-)
This year Nvidia is releasing its next generation of GPUs (Pascal) which is supposed to provide a major speed-up (on the order of 10x) for neural net applications.