A Course in Natural Language Processing
Haralambous, Yannis
- 出版商: Springer
- 出版日期: 2024-01-31
- 售價: $4,310
- 貴賓價: 9.5 折 $4,095
- 語言: 英文
- 頁數: 534
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031272250
- ISBN-13: 9783031272257
海外代購書籍(需單獨結帳)
相關主題
商品描述
Based on a course on Natural Language Processing taught by the author at IMT Atlantique (a grande école d'ingénieurs based in Brest, France) for more than a decade, this book provides a thorough introduction into the topic, based on three threads: the fundamental notions of Linguistics, symbolic Artificial Intelligence methods (based on knowledge representation languages) and statistical methods (involving both legacy machine learning and deep learning tools). Complementary to this introductory text is teaching material such as exercises with solutions, labs with programming code (in Python), exams (with answers and discussion of specific difficulties) and general questions assigned to students as homework, including answers, discussion, and links to related general audience books or scientific publications.
This material can serve for classes given to undergraduate students, or for professionals in computer science or linguistics wanting to acquire knowledge in the field. As everything is explained, the book is suitable, and warmly recommended, for self-study.
商品描述(中文翻譯)
自然語言處理(Natural Language Processing)是人工智慧的一個分支,涉及口語或書面語言。教授自然語言處理很困難,因為它與其他學科有著固有的聯繫,如語言學、認知科學、知識表示、機器學習、數據科學,以及最新的深度學習。大多數介紹性的自然語言處理書籍偏重其中一個學科,而忽略其他學科。本書旨在考慮三個不同學科的觀點,並給予每個觀點相等的重要性。
本書基於作者在法國布雷斯特的IMT Atlantique(一所著名工程學院)教授自然語言處理課程十多年的經驗,提供了該主題的全面介紹,基於三個主要方面:語言學的基本概念、基於知識表示語言的符號人工智慧方法,以及涉及傳統機器學習和深度學習工具的統計方法。除了這本介紹性的教材外,還提供了練習題及解答、編程代碼(使用Python)的實驗室、考試(包含答案和特定難點的討論),以及分配給學生作業的一般問題,包括答案、討論和相關的普及讀物或科學出版物的鏈接。
這些教材適用於本科生課程,也適用於計算機科學或語言學專業的專業人士想要獲得該領域的知識。由於所有內容都有詳細解釋,本書適合並強烈推薦自學使用。
作者簡介
Born in Athens, Greece, Yannis Haralambous studied Mathematics in Lille, France, where he obtained a Ph.D. in Algebraic Topology in 1990. Having meanwhile become a TeX aficionado, he then specialized in Digital Typography and founded the typesetting company Atelier Fluxus Virus, which is specialized in scientific and scholarly documents. In 2001, he became a Full Professor at the Computer Science Department of IMT Atlantique in Brest, France, and his research activities migrated to the disciplines of Text Mining, Controlled Natural Languages, Knowledge Representation, and Grapholinguistics. He has published more than 120 research or scientific popularization papers and a book on Fonts and Encodings (O'Reilly, 2004), has supervised 10 PhDs, teaches courses on NLP, Graph Theory and Logic, and is the organizer of the biennial conference "Grapholinguistics in the 21st Century".
作者簡介(中文翻譯)
Yannis Haralambous出生於希臘雅典,他在法國里爾學習數學,於1990年獲得代數拓撲博士學位。在成為TeX愛好者後,他專注於數字排版,並創辦了Atelier Fluxus Virus排版公司,專門處理科學和學術文件。2001年,他成為法國布雷斯特IMT Atlantique計算機科學系的正教授,並將研究領域轉向文本挖掘、受控自然語言、知識表示和圖形語言學。他發表了超過120篇研究或科學普及論文,並出版了一本關於字體和編碼的書籍(O'Reilly,2004年),指導了10位博士生,教授自然語言處理、圖論和邏輯課程,並組織了兩年一度的“21世紀圖形語言學”研討會。