Natural Language Processing

Brought by: Coursera

Overview

In this class, you will learn fundamental algorithms and mathematical models for processing natural language, and how these can be used to solve practical problems.

Taught by

Dan Jurafsky and Christopher Manning

Natural Language Processing
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Natural Language Processing

Brought by: Coursera

  • Coursera
  • Free
  • English
  • Certificate Not Available
  • Certain days
  • All
  • N/A
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    • Booting (194ms)
    • Application (113ms)
    • 1 x Booting (63.14%)
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      1 x Application (36.61%)
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