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Machine Learning and Natural Language Processing

  1. A Part-of-speech tagger, implemented in Python[Code][Results]
  2. Additions to Weka [Code][Problem statement, formulations and results]
    • Logistic regression based on square loss and additive log loss
    • Cost(attribute cost) sensitive Naive Bayes classifier[Reference]
  3. Alpha expansion algorithm for labeling[Code][Problem statement]
  4. Implementation of linear discriminant classifiers based on square, logistic, perceptron and sigmoid losses[Code]
  5. Noun phrase chunking using Conditional random fields[Code][Reference]
  6. A random readable text generator using bigrams and trigrams[Code]
  7. A random readable text generator using bigrams and corpus interpolation[Code]
  8. Word sense disambiguation using Conceptual density[Code][Results][References 1,2]
  9. Machine translation - generating alignment table using Giza++[Code]
  10. A text simplifier[Project home page and SVN repository]
  11. A salience based Anaphora resolver[Project home page and SVN repository]
  12. Master's thesis - Semantics Extraction from Text[PDF]

Artificial Intelligence

  1. A-Star framework and sample implementations for solving 8-puzzle, Missionaries and Cannibals problems[Code][Results]
  2. Controlling an Inverted Pendulum using Fuzzy Logic[Code]
  3. Improving Terrier Information Retrieval using known information[Code]
    Warning: Documentation not available
  4. An implementation of DPLL to find a model for a set of clauses[Code]

Programming

  1. Simple RPC using rpcgen and xdr[Code]
  2. Simple chat program using Java RMI[Code]
  3. Sample use of JMS for a share market application[Code]
  4. A simple web service implementation to produce a secret code, and a Web Service client to retrieve it[Code]
  5. Use of BPEL for a Loan processing application[Code]
  6. A BPEL based gaming portal[Code]
    Warning: No documentation
  7. Automated data-entry extension for the Western Railways Automated Charting Tool[Proprietary project]
  8. A do-anything toolbar for firefox (currently hosted on mozdev at http://runaprog.mozdev.org)[Code][Presentation][Report][Screencast]

Talks/Presentations

  1. Semantic search[Presentation][Report]
  2. Description Logic[Presentation]
  3. Wordnet and SUMO[Presentation]
  4. OWL[Presentation]
  5. A comparison of Charniak and Stanford parsers[Presentation]
  6. An introduction to clauses and moods in English[Presentation]
  7. Markov Logic Networks for entity resolution[Presentation][Report]
  8. Memetic algorithms[Presentation]
  9. WS Policy[Presentation]

Note: If you think that I have used your work and not acknowledged it, please mail me and let me know, I'll do the needful.

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Department of Computer Science
IIT Bombay
India