Natural Language Processing

Natural Language Processing

nptelhrd via YouTube Direct link

Mod-01 Lec-01 Introduction

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1 of 40

Mod-01 Lec-01 Introduction

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Natural Language Processing

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  1. 1 Mod-01 Lec-01 Introduction
  2. 2 Mod-01 Lec-02 Stages of NLP
  3. 3 Mod-01 Lec-03 Stages of NLP Continue...
  4. 4 Mod-01 Lec-04 Two approaches to NLP
  5. 5 Mod-01 Lec-05 Sequence Labelling and Noisy Channel
  6. 6 Mod-01 Lec-06 Noisy Channel: Argmax Based Computation
  7. 7 Mod-01 Lec-07 Argmax Based Computation
  8. 8 Mod-01 Lec-08 Noisy Channel Application to NLP
  9. 9 Mod-01 Lec-09 Brief on Probabilistic Parsing & Start of Part of Speech Tagging
  10. 10 Mod-01 Lec-10 Part of Speech Tagging
  11. 11 Mod-01 Lec-11 Part of Speech Tagging counted...
  12. 12 Mod-01 Lec-12 Part of Speech Tagging counted... & Indian Language in Focus; Morphology Analysis
  13. 13 Mod-01 Lec-13 PoS Tagging contd... , Indian Language Consideration; Accuracy Measure
  14. 14 Mod-01 Lec-14 PoS Tagging; Fundamental Principle; Why Challenging; accuracy
  15. 15 Mod-01 Lec-15 PoS Tagging; Accuracy Measurement; Word categories
  16. 16 Mod-01 Lec-16 AI and Probability; HMM
  17. 17 Mod-01 Lec-17 HMM
  18. 18 Mod-01 Lec-18 HMM, Viterbi, Forward Backward Algorithm
  19. 19 Mod-01 Lec-19 HMM, Viterbi, Forward Backward Algorithm Contd..9
  20. 20 Mod-01 Lec-20 HMM, Forward Backward Algorithms, Baum Welch Algorithm
  21. 21 Mod-01 Lec-21 HMM, Forward Backward Algorithms, Baum Welch Algorithm Contd...
  22. 22 Mod-01 Lec-22 Natural Language Processing and Informational Retrieval
  23. 23 Mod-01 Lec-23 CLIA; IR Basics
  24. 24 Mod-01 Lec-24 IR Models: Boolean Vector
  25. 25 Mod-01 Lec-25 IR Models: NLP and IR Relationship
  26. 26 Mod-01 Lec-26 NLP and IR: How NLP has used IR, Toward Latent Semantic
  27. 27 Mod-01 Lec-27 Least Square Method; Recap of PCA; Towards Latent Semantic Indexing(LSI)
  28. 28 Mod-01 Lec-28 PCA; SVD; Towards Latent Semantic Indexing(LSI)
  29. 29 Mod-01 Lec-29 Wordnet and Word Sense Disambiguation
  30. 30 Mod-01 Lec-30 Wordnet and Word Sense Disambiguation(contd...)
  31. 31 Mod-01 Lec-31 Wordnet; Metonymy and Word Sense Disambiguation
  32. 32 Mod-01 Lec-32 Word Sense Disambiguation
  33. 33 Mod-01 Lec-33 Word Sense Disambiguation; Overlap Based Method; Supervised Method
  34. 34 Mod-01 Lec-34 Word Sense Disambiguation: Supervised and Unsupervised methods
  35. 35 Mod-01 Lec-35 Word Sense Disambiguation: Semi - Supervised and Unsupervised method
  36. 36 Mod-01 Lec-36 Resource Constrained WSD; Parsing
  37. 37 Mod-01 Lec-37 Parsing
  38. 38 Mod-01 Lec-38 Parsing Algorithm
  39. 39 Mod-01 Lec-39 Parsing Ambiguous Sentences; Probabilistic Parsing
  40. 40 Mod-01 Lec-40 Probabilistic Parsing Algorithms

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