Successes and Challenges in Neural Models for Speech and Language - Michael Collins

Successes and Challenges in Neural Models for Speech and Language - Michael Collins

Institute for Advanced Study via YouTube Direct link

Intro

1 of 14

1 of 14

Intro

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Successes and Challenges in Neural Models for Speech and Language - Michael Collins

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  1. 1 Intro
  2. 2 Problems in Speech and Natural Language
  3. 3 The First (Statistical) Revolution
  4. 4 The Second (Neural) Revolution
  5. 5 A Personal View: the Parsing Problem
  6. 6 Kernel Methods
  7. 7 Word Embeddings
  8. 8 Natural Language Syntax, and the Parsing Problem
  9. 9 Shift Actions
  10. 10 Predicting Actions
  11. 11 The Natural Questions Data
  12. 12 Transformers (continued)
  13. 13 Multi-Head Transformers
  14. 14 This Talk: Three Problems, Three Architectures

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