Neural Networks for Natural Language Processing 2020

Neural Networks for Natural Language Processing 2020

Graham Neubig via YouTube Direct link

CMU Neural Nets for NLP 2020 (1): Introduction

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1 of 24

CMU Neural Nets for NLP 2020 (1): Introduction

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Neural Networks for Natural Language Processing 2020

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  1. 1 CMU Neural Nets for NLP 2020 (1): Introduction
  2. 2 CMU Neural Nets for NLP 2020 (2): Language Modeling, Efficiency/Training Tricks
  3. 3 CMU Neural Nets for NLP 2020 (3): Convolutional Neural Networks for Text
  4. 4 CMU Neural Nets for NLP 2020 (4): Recurrent Neural Networks
  5. 5 CMU Neural Nets for NLP 2020 (5): Efficiency Tricks for Neural Nets
  6. 6 CMU Neural Nets for NLP 2020 (7): Attention
  7. 7 CMU Neural Nets for NLP 2020 (8): Distributional Semantics and Word Vectors
  8. 8 CMU Neural Nets for NLP 2020 (9): Sentence and Contextual Word Representations
  9. 9 CMU Neural Nets for NLP 2020 (10): Debugging Neural Nets (for NLP)
  10. 10 CMU Neural Nets for NLP 2020 (11): Structured Prediction with Local Independence Assumptions
  11. 11 CMU Neural Nets for NLP 2020 (12): Generating Trees Incrementally
  12. 12 CMU Neural Nets for NLP 2020 (13): Generating Trees Incrementally
  13. 13 CMU Neural Nets for NLP 2020 (14): Search-based Structured Prediction
  14. 14 CMU Neural Nets for NLP 2020 (15): Minimum Risk Training and Reinforcement Learning
  15. 15 CMU Neural Nets for NLP 2020 (16): Advanced Search Algorithms
  16. 16 CMU Neural Nets for NLP 2020 (17): Adversarial Methods
  17. 17 CMU Neural Nets for NLP 2020 (18): Models w/ Latent Random Variables
  18. 18 CMU Neural Nets for NLP 2020 (19): Unsupervised and Semi-supervised Learning of Structure
  19. 19 CMU Neural Nets for NLP 2020 (20): Multitask and Multilingual Learning
  20. 20 CMU Neural Nets for NLP 2020 (21): Document Level Models
  21. 21 CMU Neural Nets for NLP 2020 (22): Neural Nets + Knowledge Bases
  22. 22 CMU Neural Nets for NLP 2020 (23): Machine Reading w/ Neural Nets
  23. 23 CMU Neural Nets for NLP 2020 (24): Natural Language Generation
  24. 24 CMU Neural Nets for NLP 2020 (25): Model Interpretation

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