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