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Data Skeptic

[MINI] Natural Language Processing

Apr 17, 2015
13:27
Snipd AI
This podcast explores the concepts and techniques of natural language processing, including stemming, n-grams, part of speech tagging, and the bag of words approach. It discusses the challenges and applications of training computers to understand and recognize words in sentences and emphasizes the importance of word context and sequences in extracting meaning. The limitations of the 'bag of words' approach are highlighted, and examples are given to demonstrate how word frequency counts can be used to detect similarities between books.
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Podcast summary created with Snipd AI

Quick takeaways

  • Stemming algorithms in natural language processing group similar words together by removing word conjugation.
  • Part of speech tagging is an advanced and powerful tool that helps extract meaning and relationships within sentence structure.

Deep dives

Tokenization and Stemming in Natural Language Processing

In natural language processing, the first step is to tokenize sentences by separating words and punctuation. The key is to understand the meaning behind different word forms like 'run,' 'running,' and 'ran.' Statistical approaches treat these forms as the same to capture their frequency in texts. Stemming algorithms are used to remove word conjugation, grouping similar words together. By treating sequences of words as concepts, like engrams, a deeper understanding of language can be achieved.

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