CS671: Natural Language Processing

Department of Computer Science & Engineering, IIT Kanpur

Jul - Nov 2015

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Resources

Lecture Slides

  1. Introduction to NLP; Levels of Analysis
  2. Morphology
  3. Entropy; Syntax Intro; n-grams
  4. Machine Learning; Naive-Bayes; Spelling Correction
  5. Word Vector Modeling
  6. Compositional Semantics and Sentiment
  7. NLP and Cognitive Science

Readings

  • Manning, Christopher D.; Probabilistic Syntax; 2002.
    Appeared in Probabilistic linguistics (eds. Bod, Rens, and Jennifer Hay). MIT Press, 2003.
  • Hammarström, Harald and Borin, Lars Unsupervised learning of morphology. In Computational Linguistics; Vol. 37, No. 2, pp. 309--350, 2011.

Other Resources

Please see this page [internal].