Spring 2003
Tuesdays,
9:10 ~12:00 AM
Instructor:
Prof. Berlin Chen
Part of Lecture Handouts Are list Below:
Lecture 01 | Course Overview | ||
Lecture 02 | Mathematical Foundations | ||
Lecture 03 | Linguistic Essentials | ||
Lecture 04 | Vector Semantics and Embeddings | ||
Lecture 05 |
Sequence Labeling for Parts of Speech and Name Entities | ||
Lecture 06 |
Parsing with Context-Free Grammars | ||
Lecture 07 |
Machine Translation | ||
Lecture 08 | Chatbots and Dialogue Systems | ||
Lecture 09 | Automatic Summarization | ||
Textbook:
1. | D. Jurafsky and J. H. Martin, Speech and Language Processing, Prentice-Hall, (ed. 1, 2 &3). | |
2. | C. Manning and H. Schutze, Foundations of Statistical Natural Language Processing, MIT Press, 1999. |
References:
Books:
1. | J. Allen, Natural Language Understanding, Benjamin/Cummings Publishing Co, 1995. | |
2. | X. Huang, A. Acero, H. Hon, Spoken Language Processing, Prentice Hall, 2001. |
Papers:
Corpora:
1. | The Association for Computational Linguistics and Chinese Language Processing | |
Grading:
1. Midterm or Final: 25%
2. Homework: 50%
3. Presentation: 15%
4. Attendance/Other: 10%