Nautral Language Processing
Syllabus
| Unit | Topic | Hours |
|---|---|---|
| Unit I | Introduction and Basic Text Processing | 6 |
| Spelling Correction | ||
| Language Modeling | ||
| Advanced smoothing for language modeling | ||
| POS tagging | ||
| Unit II | Models for Sequential tagging – MaxEnt | 8 |
| CRF | ||
| Syntax – Constituency Parsing | ||
| Dependency Parsing | ||
| Distributional Semantics | ||
| Unit III | Lexical Semantics | 8 |
| Topic Models | ||
| Entity Linking | ||
| Unit IV | Information Extraction | 6 |
| Text Summarization | ||
| Text Classification | ||
| Unit V | Sentiment Analysis and Opinion Mining | 6 |