A Course in Natural Language Processing
Haralambous, Yannis
- 出版商: Springer
- 出版日期: 2024-01-31
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 534
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031272250
- ISBN-13: 9783031272257
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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.
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".