Learn · Natural Language Processing

Lecture 16 of 40Natural Language Processing

L16-AI and Probability; HMM

Prof. Pushpak Bhattacharyya · IIT Bombay

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From
Natural Language Processing, IIT Bombay (at NPTEL)
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only.
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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All the lectures

  1. L1-Introduction Video
  2. L2-Stages of NLP Video
  3. L3-Stages of NLP Continue… Video
  4. L4-Two approaches to NLP Video
  5. L5-Sequence Labelling and Noisy Channel Video
  6. L6-Noisy Channel: Argmax Based Computation Video
  7. L7-Argmax Based Computation Video
  8. L8-Noisy Channel Application to NLP Video
  9. L9-Brief on Probabilistic Parsing & Start of Part of Speech Tagging Video
  10. L10-Part of Speech Tagging Video
  11. L11-Part of Speech Tagging counted… Video
  12. L12-Part of Speech Tagging counted… & Indian Language in Focus; Morphology Analysis Video
  13. L13-PoS Tagging contd… , Indian Language Consideration; Accuracy Measure Video
  14. L14-PoS Tagging; Fundamental Principle; Why Challenging; accuracy Video
  15. L15-PoS Tagging; Accuracy Measurement; Word categories Video
  16. L16-AI and Probability; HMM Video
  17. L17-HMM Video
  18. L18-HMM, Viterbi, Forward Backward Algorithm Video
  19. L19-HMM, Viterbi, Forward Backward Algorithm Contd.. Video
  20. L20-HMM, Forward Backward Algorithms, Baum Welch Algorithm Video
  21. L21-HMM, Forward Backward Algorithms, Baum Welch Algorithm Contd... Video
  22. L22-Natural Language Processing and Informational Retrieval Video
  23. L23-CLIA; IR Basics Video
  24. L24-IR Models: Boolean Vector Video
  25. L25-IR Models: NLP and IR Relationship Video
  26. L26-NLP and IR: How NLP has used IR, Toward Latent Semantic Video
  27. L27-Least Square Method; Recap of PCA; Towards Latent Semantic Indexing(LSI) Video
  28. L28-PCA; SVD; Towards Latent Semantic Indexing(LSI) Video
  29. L29-Wordnet and Word Sense Disambiguation Video
  30. L30-Wordnet and Word Sense Disambiguation(contd…) Video
  31. L31-Wordnet; Metonymy and Word Sense Disambiguation Video
  32. L32-Word Sense Disambiguation Video
  33. L33-Word Sense Disambiguation; Overlap Based Method; Supervised Method Video
  34. L34-Word Sense Disambiguation: Supervised and Unsupervised methods Video
  35. L35-Word Sense Disambiguation: Semi - Supervised and Unsupervised method; resource - constrained WSD Video
  36. L36-Resource Constrained WSD; Parsing Video
  37. L37-Parsing Video
  38. L38-Parsing Algorithm Video
  39. L39-Parsing Ambiguous Sentences; Probabilistic Parsing Video
  40. L40-Probabilistic Parsing Algorithms Video