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What always astonishes me that deep learning seems to work on human timescales. For other problems (even if they are polynomial in complexity) we get into infea
by WanderPanda 5y ago
What always astonishes me that deep learning seems to work on human timescales. For other problems (even if they are polynomial in complexity) we get into infeasible runtimes when we increase the problems complexity by 10x. With deep learning the fuzzy, approximative nature seems to help to grasp the gist of the 10x problem and somehow allows us to reach 95% of the solution in just e.g. 2x the runtime. Heuristics might play in the same league, but the development time kind of scales with the problem, while in deep learning I would put it in the linear or log basket.