Explore Deep Learning for Natural Language Processing

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Free Online Course: Explore Deep Learning for Natural Language Processing provided by Trailhead is a comprehensive online course, which lasts for 7-8 hours worth of material. The course is taught in English and is free of charge.

Overview
  • 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