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FNLP: Week 8: Deep Learning for NLP

This week we will investigate how NNs of various types can be used to tackle various NLP tasks.  
 
The content of the the following pages is as follows:
 
22: Neural Embeddings
23: Neural Networks for Text Classification
24: Recurrent Neural Networks and Language Modeling
 
As always, the above includes videos, the slides that were used in the videos, required readings, and a post-lecture quiz.  This particular lecture contains a lot of material that I probably won't cover in person.  The videos cover more material, but you will be assessed only on the material that I cover in person.
The quiz is a chance for you to gauge your understanding of the material presented here, and so we strongly encourage you to review this content in the above order, and then complete the quiz.  If there is anything you don't understand, then you have several options: 
  1. Post a question on piazza;
  2. Ask a question at the in person lectures; and/or
  3. Ask your tutor.
License
All rights reserved The University of Edinburgh
  • FNLP: 22: Neural Embeddings
  • FNLP: 23: Text Classification with Neural Networks
  • FNLP: 24: Recurrent Neural Networks and Neural Language Modeling

Book traversal links for FNLP: Week 8: Deep Learning for NLP

  • FNLP: 21: Lexical Semantics 2 - Distributional Semantics
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  • FNLP: 22: Neural Embeddings

Navigation links

  • FNLP: Resource List
  • FNLP: Assessment
  • FNLP: Course Materials
    • FNLP: Week 1: Overview, Ambiguity and Corpora
    • FNLP: Week 2: Annotation, Evaluation and Language Models
    • FNLP: Week 3: Important ML techniques for NLP
    • FNLP: Week 4: More ML methods, Morphology and POS tagging
    • FNLP: Week 5: POS Tagging, Context Free Grammars and Parsing
    • FNLP: Week 6: More Parsing and Compositional Semantics
    • FNLP: Week 7: Discourse Semantics and Lexical Semantics
    • FNLP: Week 8: Deep Learning for NLP
      • FNLP: 22: Neural Embeddings
      • FNLP: 23: Text Classification with Neural Networks
      • FNLP: 24: Recurrent Neural Networks and Neural Language Modeling
    • FNLP: Week 9: Neural Text Generation
    • FNLP Week 10: Transfer learning, Revision and Q&A
  • FNLP: Lab Exercises
  • FNLP: Tutorial Exercises
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