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課程名稱 |
計算語言學
Computational Linguistics |
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開課學期 |
100-2 |
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授課對象 |
文學院 語言學研究所 |
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授課教師 |
謝舒凱 |
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課號 |
LING7504 |
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課程識別碼 |
142EM0710 |
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班次 |
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學分 |
3 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期二5,6,7(12:20~15:10) |
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上課地點 |
樂學館304 |
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備註 |
本課程以英語授課。
總人數上限：12人 |
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Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1002cl |
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課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
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課程大綱
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為確保您我的權利,請尊重智慧財產權及不得非法影印
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課程概述 |
This course is mainly designed to arouse the interest of linguistic students in the field of computational linguistics, the class will cover a wide range of material, but not in depth (though in some cases we will try to drill down to give a more in depth view of particular problems). The linguistic levels covered are morphology, syntax and semantics. Some of the techniques introduced in the class will be applied in actual programming exercises, using the Python programming language. |
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課程目標 |
The course is oriented towards graduate students of linguistics, previous programming experience in Python and linguistic background knowledge is required. In addition, basic Chinese knowledge is preferred. |
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課程要求 |
The class will interleave two modes: (1). Lectures on the contents of selected Chapters of Jurafsky and Martin (2000). (2) Lab session. Required work in this class will include discussions of selected topics, weekly homework, and a final paper and/or implementation project. |
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預期每週課後學習時數 |
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Office Hours |
另約時間 |
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指定閱讀 |
Jurafsky, Daniel and James H. Martin. (2000). Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, Prentice-Hall. |
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參考書目 |
Lutz, M. and David Ascher. (1999). Learning Python. O'Reilly.
Steven Bird, Ewan Klein, and Edward Loper. (2009). Natural Language Processing with Python. O'Reilly.
Jurafsky, Daniel and James H. Martin. (2000). Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, Prentice-Hall.
Christopher Manning and Hinrich Schuetze. (1999). Foundations of Statistical Natural Language Processing. MIT Press.
Mislov (ed.). (2003). The Oxford Handbook Of Computational Linguistics.
Kam-Fai Wong, et al. (2009). Introduction to Chinese Natural Language Processing. Morgan and Claypool Publishers.
Clark et al. (2010). The Handbook of Computational Linguistics and Natural Language Processing. Wiley-Blackwell.
Kumar, E. (2011). Natural Language Processing. I. K. International Pvt Ltd.
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評量方式
(僅供參考) |
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No. |
項目 |
百分比 |
說明 |
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1. |
作業、習題 |
30% |
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2. |
課堂參與討論 |
30% |
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3. |
期末報告 |
40% |
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週次 |
日期 |
單元主題 |
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第1週 |
2/21 |
Orientation |
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第2週 |
2/28 |
Cancelled (National Holiday) |
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第3週 |
3/06 |
Introduction: brief history, major tasks and evaluation |
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第4週 |
3/13 |
Morphology: Finite-state morphology |
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第5週 |
3/20 |
Morphology: Finite-state morphology |
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第6週 |
3/27 |
Morphology: Lexical acquisition |
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第7週 |
4/03 |
Cancelled (National Holiday) |
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第8週 |
4/10 |
Syntax: HMM POS Tagging |
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第9週 |
4/17 |
Syntax: Context-free grammar and Parsing |
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第10週 |
4/24 |
Syntax: Chart Parsing and Probabilistic Parsing |
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第11週 |
5/01 |
Semantics: Meaning presentation |
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第12週 |
5/08 |
Semantics: Word sense and lexical relations prediction |
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第13週 |
5/15 |
Semantics: Word sense disambiguation and Information Retrieval |
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第14週 |
5/22 |
Special topic: Computational Psycholingusitic models |
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第15週 |
5/29 |
Special topic: Chinese NLP |
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第16週 |
6/05 |
Special topic: Chinese NLP |
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第17週 |
6/12 |
Class Project presentation |
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