Natural Language Processing and Computational Linguistics
This course will introduce the basic technologies, methods, models, as well as cutting-edge technological progress and future development directions of text information processing and computational linguistics.
Lecturer
Date
24th March ~ 18th June, 2025
Location
| Weekday | Time | Venue | Online | ID | Password |
|---|---|---|---|---|---|
| Monday,Wednesday | 13:30 - 15:05 | A3-1-103 | Zoom 16 | 468 248 1222 | BIMSA |
Prerequisite
Computer Science, Machine Learning, Statistics, Python
Syllabus
1. Basic Text Processing 1）- Regular Expressions,Tokenization
2. Basic Text Processing 2）- Edit Distance
3. N-gram Language Models
4. Naive Bayes, Text Classification, and Sentiment
5. Logistic Regression for Text Classification
6. Vector Semantics and Embeddings
7. Neural Networks
8. Neural Language Models
9. Transformers
10. Large Language Models
11. NLP Applications 1) -- Chatbots and Dialogue Systems
12. NLP Applications 2) -- Sequence Labeling for Parts of Speech and Named Entities
2. Basic Text Processing 2）- Edit Distance
3. N-gram Language Models
4. Naive Bayes, Text Classification, and Sentiment
5. Logistic Regression for Text Classification
6. Vector Semantics and Embeddings
7. Neural Networks
8. Neural Language Models
9. Transformers
10. Large Language Models
11. NLP Applications 1) -- Chatbots and Dialogue Systems
12. NLP Applications 2) -- Sequence Labeling for Parts of Speech and Named Entities
Reference
[1] Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition with Language Models (Third Edition draft)
Daniel Jurafsky, Stanford University
James H. Martin, University of Colorado at Boulder
Daniel Jurafsky, Stanford University
James H. Martin, University of Colorado at Boulder
Audience
Advanced Undergraduate
, Graduate
, Postdoc
Video Public
Yes
Notes Public
Yes
Language
Chinese
, English
Lecturer Intro
Dr. Haihua Xie receives a Ph.D. in Computer Science at Iowa State University in 2015. Before joining BIMSA in Oct. 2021, Dr. Xie worked in the State Key Lab of Digital Publishing Technology, Peking University from 2015-2021. His research interests include Natural Language Processing and Knowledge Service. He published more than 20 papers and obtained 7 invention patents. In 2018, Dr. Xie was selected in the 13th batch of overseas high-level talents in Beijing and was hornored as a "Beijing Distinguished Expert".