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toc_nlp.pdf
- 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