IT-802 (B) Natural Language Processing Notes
5 notes for Natural Language Processing, unit by unit.
Notes for IT-802 (B)
- Unit 1 · Short notes Introduction Levels of natural language processing · Sources of ambiguity and computational challenges · Real‑life NLP applications such as spell checking, grammar checking, information extraction, question answering, and machine translation
- Unit 2 · Short notes Text Processing Foundations Character encoding standards (e.g., UTF‑8, Unicode) · Word segmentation techniques · Sentence segmentation techniques · Corpus creation and description · Corpus analysis methods
- Unit 3 · Short notes Morphology and POS Tagging Inflectional and derivational morphology · Morphological analysis and generation using finite‑state transducers · Word‑class (POS) categories · Part‑of‑speech tagging · Maximum Entropy models for POS tagging · Multi‑word expressions
- Unit 4 · Short notes Language Modeling and Shallow Parsing Language models and their role in NLP · Simple N‑gram models · Parameter estimation and smoothing techniques · Evaluation of language models · Phrase, clause and sentence structure · Shallow parsing and chunking
- Unit 5 · Short notes Advanced NLP Applications Natural language interfaces · Text summarization techniques · Sentiment analysis methods · Machine translation approaches · Question answering systems · Recent trends in NLP research
More for IT-802 (B)
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- IT-802 (A) Machine Learning
- IT-802 (C) Robotics
- IT-802 (D) Quantum Computing
- IT-803 (A) Blockchain Technology
- IT-803 (B) Human Computer Interaction
- IT-803 (C) Printing and Design
- IT-803 (D) Parallel Computing