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CS 425/625 Natural Language Processing Course Syllabus
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CS 425/625 Natural Language Processing Course Syllabus
1.
CS 425/625: Natural
Language Processing Instructor: Chandresh Kumar Maurya CSE Deptt., IIT Indore, India
2.
Table of Contents 1.
Introduction 2. Basic Text Processing: Tokenization, Stemming 3. Language Modeling: N-grams, smoothing 4. Morphology, Parts of Speech Tagging 5. Named Entities Recognition 6. Syntax: PCFGs, Dependency Parsing 7. Topic Models 8. Distributional Semantics 9. Lexical Semantics, Word Sense Disambiguation 10. Information Extraction: Relation extraction 11.Text Classification 12. Test Generation 13. Co-reference Resolution 14. Sentiment Analysis 15. Question Answering 16.Deep Learning for NLP: Basic and Advanced Models; Analysis
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