|
Semester |
Fall 2024 |
|
Instructor |
Prof. Dr. İlyas Çiçekli Email: ilyas@cs.hacettepe.edu.tr |
|
Class Hours |
Thursday 18:30-21:00 Classroom:
D10 |
Text Book
|
1. Daniel Jurafsky, and James H. Martin, "Speech and Language Processing", Third Edition, Prentice Hall, 2024. |
Other References
|
1. Christopher D. Manning, and Hinrich Schutze, "Foundations of Statistical Natural Language Processing", The MIT Press, 1999. 2. Bird, Steven, Edward Loper and Ewan Klein, Natural Language Processing with Python, OReilly Media Inc., 2009. |
Grading
|
Final Exam : |
50% |
|
Homework : |
50% |
Course Outline:
|
Week |
Subject |
Related chapters in 3rd edition of
textbook |
|
1 |
Introduction/Overview of NLP |
Ch. 1 |
|
2 |
Regular Expressions, Text Normalization, Edit Distance |
Ch. 2 |
|
3 |
N-gram Language Models, |
Ch. 3 |
|
4 |
Spelling Correction, Part-of-Speech Tagging |
Ch. 8 & Appendix B |
|
5 |
Text Classification: Naive Bayes |
Ch. 4 |
|
6 |
Text Classification: Logistic Regression |
Ch. 5 |
|
7 |
Vector Semantics |
Ch. 6 |
|
8 |
Neural Networks and Neural
Language Models |
Ch. 7 |
|
9 |
RNNs and LSTMs |
Ch. 9 |
|
10 |
Transformers and Large
Language Models |
Ch. 10 |
|
11 |
Fine-Tuning and Masked
Language Models |
Ch. 11 |
|
12 |
Morphological Processing |
Ch. 3 from 2nd edition of the book |
|
13 |
Context-Free Grammars and Syntactic Parsing |
Ch. 17 and else |
|
14 |
Statistical Parsing |
Ch. 18 and else |
Lecture Notes:
Announcements:
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