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Module Details

Course : Natural Language Processing

Subject : Computer science

No. of Modules : 75

Level : FACULTY,STUDENTS,UG

Source : SwayamPrabha;Channel-13

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Sr. No. Title Creator/Author E-Text Video URL Metadata
1 Lda variants and applications - ii Prof. Pawan Goyal - - Click Here
2 Lda variants and applications - i Prof. Pawan Goyal - - Click Here
3 Latent dirichlet allocation : formulation Prof. Pawan Goyal - - Click Here
4 Gibbs sampling for lda, applications Prof. Pawan Goyal - - Click Here
5 Word sense disambiguation - ii Prof. Pawan Goyal - - Click Here
6 Topic models : introduction Prof. Pawan Goyal - - Click Here
7 Word sense disambiguation - i Prof. Pawan Goyal - - Click Here
8 Lexical semantics - wordnet Prof. Pawan Goyal - - Click Here
9 Lexical semantics Prof. Pawan Goyal - - Click Here
10 Word embeddings - part ii Prof. Pawan Goyal - - Click Here
11 Word embeddings - part i Prof. Pawan Goyal - - Click Here
12 Distributional semantics - appications, structured models Prof. Pawan Goyal - - Click Here
13 Distributional semantics - introduction Prof. Pawan Goyal - - Click Here
14 Distributional models of semantics Prof. Pawan Goyal - - Click Here
15 Mst- based dependency parsing : learning Prof. Pawan Goyal - - Click Here
16 Transition based parsing : learning Prof. Pawan Goyal - - Click Here
17 Mst- based dependency parsing Prof. Pawan Goyal - - Click Here
18 Dependency grammars and parsing-introduction Prof. Pawan Goyal - - Click Here
19 Transition based parsing : formulation Prof. Pawan Goyal - - Click Here
20 Inside-outside probabilities Prof. Pawan Goyal - - Click Here
21 Hidden marcov models for pos tagging Prof. Pawan Goyal - - Click Here
22 Introduction to pos tagging Prof. Pawan Goyal - - Click Here
23 Finite state methods for morphology Prof. Pawan Goyal - - Click Here
24 Computational morphology Prof. Pawan Goyal - - Click Here
25 Evaluation of language models, basic smoothing Prof. Pawan Goyal - - Click Here
26 Language modelling : advance smoothing models Prof. Pawan Goyal - - Click Here
27 Noisy channel model for spelling correction Prof. Pawan Goyal - - Click Here
28 Weighted edit distance, other variations Prof. Pawan Goyal - - Click Here
29 Spelling correction : edit distance Prof. Pawan Goyal - - Click Here
30 N-gram language models Prof. Pawan Goyal - - Click Here
31 Text processing : basics Prof. Pawan Goyal - - Click Here
32 Why is nlp hard Prof. Pawan Goyal - - Click Here
33 Empirical laws Prof. Pawan Goyal - - Click Here
34 Introduction to the course Prof. Pawan Goyal - - Click Here
35 What do we do in nlp ? Prof. Pawan Goyal - - Click Here
36 L9-brief on probabilistic parsing & start of part of speech tagging Prof. Pushpak Bhattacharyya - - Click Here
37 L6-noisy channel: argmax based computation Prof. Pushpak Bhattacharyya - - Click Here
38 L5-sequence labelling and noisy channel Prof. Pushpak Bhattacharyya - - Click Here
39 L8-noisy channel application to nlp Prof. Pushpak Bhattacharyya - - Click Here
40 L3-stages of nlp continueâ‚ă„ⶠProf. Pushpak Bhattacharyya - - Click Here
41 L4-two approaches to nlp Prof. Pushpak Bhattacharyya - - Click Here
42 L7-argmax based computation Prof. Pushpak Bhattacharyya - - Click Here
43 L2-stages of nlp Prof. Pushpak Bhattacharyya - - Click Here
44 L1-introduction Prof. Pushpak Bhattacharyya - - Click Here
45 L27-least square method; recap of pca; towards latent semantic indexing(lsi) Prof. Pushpak Bhattacharyya - - Click Here
46 L21-hmm, forward backward algorithms, baum welch algorithm contd... Prof. Pushpak Bhattacharyya - - Click Here
47 L26-nlp and ir: how nlp has used ir, toward latent semantic Prof. Pushpak Bhattacharyya - - Click Here
48 L20-hmm, forward backward algorithms, baum welch algorithm Prof. Pushpak Bhattacharyya - - Click Here
49 L22-natural language processing and informational retrieval Prof. Pushpak Bhattacharyya - - Click Here
50 L19-hmm, viterbi, forward backward algorithm contd.. Prof. Pushpak Bhattacharyya - - Click Here
51 L25-ir models: nlp and ir relationship Prof. Pushpak Bhattacharyya - - Click Here
52 L24-ir models: boolean vector Prof. Pushpak Bhattacharyya - - Click Here
53 L23-clia; ir basics Prof. Pushpak Bhattacharyya - - Click Here
54 L39-parsing ambiguous sentences; probabilistic parsing Prof. Pushpak Bhattacharyya - - Click Here
55 L40-probabilistic parsing algorithms Prof. Pushpak Bhattacharyya - - Click Here
56 L38-parsing algorithm Prof. Pushpak Bhattacharyya - - Click Here
57 L37-parsing Prof. Pushpak Bhattacharyya - - Click Here
58 L12-part of speech tagging countedâ‚ă„ⶠ& indian language in focus; morphology analysis Prof. Pushpak Bhattacharyya - - Click Here
59 L13-pos tagging contdâ‚ă„ⶠ, indian language consideration; accuracy measure Prof. Pushpak Bhattacharyya - - Click Here
60 L14-pos tagging; fundamental principle; why challenging; accuracy Prof. Pushpak Bhattacharyya - - Click Here
61 L15-pos tagging; accuracy measurement; word categories Prof. Pushpak Bhattacharyya - - Click Here
62 L18-hmm, viterbi, forward backward algorithm Prof. Pushpak Bhattacharyya - - Click Here
63 L11-part of speech tagging countedâ‚ă„ⶠProf. Pushpak Bhattacharyya - - Click Here
64 L16-ai and probability; hmm Prof. Pushpak Bhattacharyya - - Click Here
65 L10-part of speech tagging Prof. Pushpak Bhattacharyya - - Click Here
66 L17-hmm Prof. Pushpak Bhattacharyya - - Click Here
67 L35-word sense disambiguation: semi - supervised and unsupervised method; resource - constrained wsd Prof. Pushpak Bhattacharyya - - Click Here
68 L33-word sense disambiguation; overlap based method; supervised method Prof. Pushpak Bhattacharyya - - Click Here
69 L34-word sense disambiguation: supervised and unsupervised methods Prof. Pushpak Bhattacharyya - - Click Here
70 L30-wordnet and word sense disambiguation(contdâ‚ă„â¶) Prof. Pushpak Bhattacharyya - - Click Here
71 L28-pca; svd; towards latent semantic indexing(lsi) Prof. Pushpak Bhattacharyya - - Click Here
72 L31-wordnet; metonymy and word sense disambiguation Prof. Pushpak Bhattacharyya - - Click Here
73 L29-wordnet and word sense disambiguation Prof. Pushpak Bhattacharyya - - Click Here
74 L36-resource constrained wsd; parsing Prof. Pushpak Bhattacharyya - - Click Here
75 L32-word sense disambiguation Prof. Pushpak Bhattacharyya - - Click Here