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“They’re going to allocate extra individuals to tuning for a benchmark than we’ve in our firm.” In any case, benchmarks present solely a slice of a system. One computer could outperform another, however it might also have more chips, or use extra power, or cost extra, or lack flexibility, or not scale nicely, or be a pain to arrange. Deep learning, the artificial-intelligence technology that powers voice assistants, autonomous cars, and Go champions, depends on complicated “neural network” software program arranged in layers. A deep-learning system can stay on a single computer, but the biggest ones are spread over hundreds of machines wired collectively into “clusters,” which sometimes stay at large knowledge facilities, like these operated by Google.

Much to the shock of even the researchers who constructed the system, it may even write its personal computer packages, though they have been short and simple. Apparently, it had discovered from … Read more