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Explore Deep Learning for Natural Language Processing

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Learn how to apply deep learning techniques to the problem of natural language processing.
  • Get an introduction to natural language processing and the basics of deep learning.
  • Learn how to convey word meaning computationally and understand the basics of Word2vec.
  • Dive deeper into word vectors using GloVe.

Syllabus

  • Deep Learning and Natural Language Processing
    • Get Started with Natural Language Processing
    • Understand Deep Learning
    • Apply Deep Learning to Natural Language Processing
  • Word Meaning and Word2vec
    • Represent Word Meaning
    • Get Started with Word2Vec
    • Build a Model with Word2Vec
  • GloVe and Word Vectors for Sentiment Analysis
    • Capture Co-Occurrence Counts
    • Use GloVe for Natural Language Processing
    • Get Real with NLP

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