AL-504 (B) Natural Language Processing Notes
5 notes for Natural Language Processing, unit by unit.
Notes for AL-504 (B)
- Unit 1 · Short notes Introduction Origins and challenges of NLP · Language Modeling: Grammar‑based LM, Statistical LM · Regular Expressions and Finite‑State Automata · English Morphology · Transducers for lexicon and rules · Tokenization
- Unit 2 · Short notes Word Level Analysis Unsmoothed N‑grams · Evaluating N‑grams · Smoothing, interpolation and backoff · Word classes · Part‑of‑speech tagging (rule‑based, stochastic, transformation‑based) · Issues in PoS tagging
- Unit 3 · Short notes Syntactic Analysis Context‑Free Grammars · Grammar rules for English · Treebanks · Normal forms for grammar · Dependency Grammar · Syntactic parsing
- Unit 4 · Short notes Semantics and Pragmatics Requirements for representation · First‑order logic · Description logics · Syntax‑driven semantic analysis · Semantic attachments · Word senses and relations between senses
- Unit 5 · Short notes Application of NLP Intelligent work processors: machine translation · User interfaces and man‑machine interfaces · Natural language querying · Tutoring and authoring systems · Speech recognition · Commercial use of NLP
More for AL-504 (B)
Other 5th semester AIML subjects
- AL-501 Operating Systems
- AL-502 Database Management Systems
- AL-503 (A) Information Retrieval
- AL-503 (B) Deep Learning
- AL-503 (C) Optimization Techniques in Machine Leaning
- AL-504 (A) AI in Health Care
- AL-504 (C) Computational Intelligence