Natural Language Processing
CSE538 - Spring 2024
Slides are intended as an outline and visual aid for the lecture given in class. They are not a replacement for comprehensive note taking or for the readings.
Topic 1:
Introduction to NLP; Regular Expressions, Probability, Words, and Corpora
Topic 2:
Maximum Entropy (LogReg) Supervised Classification
[
Regularization Example
]
Topic 3:
Dependency Parsing
(Abbreviated Syntax)
Topic 4:
Lexical and Verbal Semantics
Topic 5:
Introduction to Language Modeling
Topic 6:
Ethics in NLP
(covered after topic 7)
Topic 7:
Transformer Language Models
Topic 8:
Human Centered NLP
Topic 9:
Speech Processing
Topic 10:
Question Answering and Machine Translation