CMU Multilingual NLP 2020 - Text Classification and Sequence Labeling

CMU Multilingual NLP 2020 - Text Classification and Sequence Labeling

Graham Neubig via YouTube Direct link

Introduction

1 of 27

1 of 27

Introduction

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Classroom Contents

CMU Multilingual NLP 2020 - Text Classification and Sequence Labeling

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  1. 1 Introduction
  2. 2 Text Classification
  3. 3 Sequence labeling
  4. 4 Span labeling
  5. 5 Text segmentation
  6. 6 extractor
  7. 7 predictor
  8. 8 classification
  9. 9 alternative methods
  10. 10 what are neural networks
  11. 11 computation graphs
  12. 12 Graph construction
  13. 13 Backpropagation
  14. 14 Neural Network Framework
  15. 15 Recurrent Neural Networks
  16. 16 FeedForward Neural Networks
  17. 17 featurizing a sequence
  18. 18 rnns
  19. 19 rnn
  20. 20 Summary
  21. 21 Multilingual Labeling
  22. 22 Language Identification
  23. 23 Text Classification Data Sets
  24. 24 Sequence Labeling Data Sets
  25. 25 Named Entity Recognition Data Sets
  26. 26 Composite Benchmarks
  27. 27 Class Discussion

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