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The Unreasonable Effectiveness Of Data.pdf

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Preview of The Unreasonable Effectiveness of Data
🔗 Source: research.google.com
📊 Size: 376 KB
📄 Pages: 5 pages
⬇️ Downloads: 80

Summary

Economists and natural language processing researchers often struggle to create elegant mathematical models due to the complexity of human behavior, unlike physics which can be explained with simple formulas like f = ma or e = mc2. However, with the availability of large-scale data, such as a trillion-word corpus, complex theories can be replaced by embracing the "unreasonable effectiveness of data". Successful applications of machine learning, like statistical speech recognition and machine translation, rely on large training sets and simple models that memorize specific phrases, rather than elaborate models trying to discover general rules. With sufficient data, simple models can perform better than complex ones, and the use of overt statistics of words and word co-occurrences can provide all the necessary representational machinery to learn from text.

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Economists and natural language processing researchers often struggle to create elegant mathematical models due to the complexity of human behavior, unlike...

Technical Information

  • File Format: PDF
  • File Size: 376 KB
  • Pages: 5
  • Language: EN
  • Total Downloads: 80
  • Last Updated: 7 days ago

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