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The Unreasonable Effectiveness of Data

Alon HalevyGoogle, Inc., USAPeter NorvigGoogle, Inc., USAFernando PereiraGoogle, Inc., USA
2009en
ABI

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Problems that involve interacting with humans, such as natural language understanding, have not proven to be solvable by concise, neat formulas like F = ma. Instead, the best approach appears to be to embrace the complexity of the domain and address it by harnessing the power of data: if other humans engage in the tasks and generate large amounts of unlabeled, noisy data, new algorithms can be used to build high-quality models from the data.

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