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The Unreasonable Effectiveness of Data

2009; Institute of Electrical and Electronics Engineers; Volume: 24; Issue: 2 Linguagem: Inglês

10.1109/mis.2009.36

1941-1294

Alon Halevy, Peter Norvig, Fernando Pereira,

Topic Modeling

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.