The Unreasonable Effectiveness of Data | IEEE Journals & Magazine | IEEE Xplore

The Unreasonable Effectiveness of Data


Abstract:

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 ...Show More

Abstract:

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.
Published in: IEEE Intelligent Systems ( Volume: 24, Issue: 2, March-April 2009)
Page(s): 8 - 12
Date of Publication: 24 March 2009

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