CS 626-460 - Natural Language Processing. Spring 2011
Instructor:
Prof. Pushpak Bhattacharyya (pb[AT]cse.iitb.ac.in)
TAs:
Debarghya(deb[AT]cse.iitb.ac.in)
Subhajit(subbo[AT]cse.iitb.ac.in)
Kushal(kush[AT]cse.iitb.ac.in)
Lecture Schedule and Venue
Timings: Monday 11:30AM-12:30PM, Tuesday 8:30AM-9:30AM, Thursday 9:30AM-10:30AM
Venue: SIC 201, Kanwal Rekhi Building
Student seminars
- Automatic Text Summarization[PPTX]
- Bilingual Terminology Mining[PPTX][PDF]
- Binding Theory[PPTX]
- Combinatory Categorial Grammar[PPT]
- Comparable Corpora[PPT]
- Coreference Resolution[PPTX][PDF]
- Dependency Parsing[LATEX]
- Dialogue based MT[PDF]
- Information Retrieval[PPT1][PPT2]
- Lost Language Decipheration[PPTX]
- Multiword Expressions[PPTX]
- Natural Language Generation[PPTX][PDF]
- People's interest in Social Networks[PPTX]
- Selection of Relevant Features and Examples in Machine[PPTX]
- Semantic Web and Linked Data[PPTX]
- Syntax Parse based MT[PPTX]
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Lecture Notes
- Lecture 1, Jan 4: Introduction[PDF][PPTX]
- Lecture 2, Jan 6: Wordnet-WSD[PDF][PPTX]
- Lecture 3, Jan 10: Wordnet-WSD contd.[PDF][PPTX]Extra Slides[PPTX]
- Lecture 4, Jan 11: Wordnet-WSD contd.[PDF][PPTX]
- Lecture 5, Jan 13: WSD approaches.[PDF][PPTX]
- Lecture 6, Jan 17: WSD Presentation [PDF][PPTX]
- Lecture 7, Jan 18: WSD approaches continued.[PDF][PPTX]
- Lecture 8, Jan 20: IWSD approaches [PDF][PPTX]
- Lecture 9, Jan 24: IWSD MT start [PDF][PPTX]
- Lecture 10 and 11, Jan 25-27: MT approaches [PDF][PPTX]
- Lecture 12, Jan 31: Argmax Model1 [PDF][PPTX]
- Lecture 13 and 14, Feb 03-07: Argmax Computation[PDF][PPTX]
- Lecture 15, Feb 08: Language Divergence[PDF][PPTX]
- Lecture 16, Feb 14: Linear and Logistic Regression[PDF][PPTX]
- Lecture 17, Feb 14: Alignment in SMT[PDF][PPTX]
- Lecture 18, Feb 15: Moses & GIZA++ Tutorial[PDF][PPTX]
- Lecture 19, Feb 17: Training and Decoding of SMT System[PDF][PPTX]
- Lecture 20, Feb 28: Parsing[PDF][PPTX]
- Lecture 21,22, March 01-03: Sentiment Analysis lecture by Aditya Joshi Lecture 1
Lecture 2
- Lecture 23,24, March 08-10 : Parsing Ambiguity and Probabilistic Parsing[PDF][PPTX]
- Lecture 25, March 14: Probabilistic Parsing[PDF][PPTX]
- Lecture 26, March 15: HMM recap and Probabilistic parsing(contd.) [PDF]
[PPTX]
- Lecture 27, March 17 : SMT assignment and Probabilistic parsing(contd.)[PDF][PPTX]
- Lecture 28, March 21 : Grammar; Constituency and Dependency[PDF][PPTX]
- Lecture 29, March 22 : CYK; Inside Probability; Parse Tree construction[PDF][PPTX]
- Lecture 30, March 24 :CYK; Inside Probability; Parse Tree construction(contd.)[PDF][PPTX]
- Lecture 31, March 28 :Comparison of Parsers[PDF][PPTX]
- Lecture 32, March 29 :PCFG Training; Inside Probability; Phonetics[PDF][PPTX]
- Lecture 33, March 31 :Phonetics and Phonology[PDF][PPTX]
- Lecture 34, April 5 :Pronounciation Scoring for Language Learner[PDF][PPTX]
- Lecture 35, April 7 :Phonetics and Phonology; Syllabification[PDF][PPTX]
- Lecture 36, April 11 :Syllabification and transliteration[PDF][PPTX]
- Lecture 37, April 12 :Semantics; Universal Networking Language[PDF][PPTX]
- Lecture 38, April 14 :Universal Networking Language[PDF][PPTX]
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Lab Assignments
- Assignment 1: CrowdSourcing [PPTX]
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Resources
- Link to Last year webpage
- Link to 2008 webpage
- Link to 2006 webpage
- Suggested Reading Material:
- Text Books:
- Allen, James, Natural Language Understanding, Second Edition, Benjamin/Cumming, 1995.
- Charniack, Eugene, Statistical Language Learning, MIT Press, 1993.
- Jurafsky, Dan and Martin, James, Speech and Language Processing, Second Edition, Prentice Hall, 2008.
- Manning, Christopher and Heinrich, Schutze, Foundations of Statistical Natural Language Processing, MIT Press, 1999.
- Radford, Andrew et. al., Linguistics, An Introduction, Cambridge University Press, 1999.
- Journals : Computational Linguistics, Natural Language Engineering, Machine Learning, Machine Translation, Artificial Intelligence
- Conferences : Annual Meeting of the Association of Computational Linguistics (ACL), Computational Linguistics (COLING), European ACL (EACL), Empirical Methods in NLP (EMNLP), Annual Meeting of the Special Interest Group in Information Retrieval (SIGIR), Human Language Technology (HLT).
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