Machine Learning and Deep Learning in Natural Language Processing
暫譯: 自然語言處理中的機器學習與深度學習

Pillai, Anitha S., Tedesco, Roberto

Machine Learning and Deep Learning in Natural Language Processing
  • 出版商: CRC
  • 出版日期: 2023-10-18
  • 售價: $4,540
  • 貴賓價: 9.5 折 $4,313
  • 語言: 英文
  • 頁數: 228
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032264632
  • ISBN-13: 9781032264639
  • 相關分類: Machine Learning、DeepLearning

    • 海外代購書籍(需單獨結帳)

商品描述

Natural Language Processing (NLP) is a sub-field of Artificial Intelligence, linguistics, and computer science and is concerned with the generation, recognition, and understanding of human languages, both written and spoken. NLP systems examine the grammatical structure of sentences as well as the specific meanings of words, and then they utilize algorithms to extract meaning and produce results. Machine Learning and Deep Learning in Natural Language Processing aims at providing a review of current Neural Network techniques in the NLP field, in particular about Conversational Agents (chatbots), Text-to-Speech, management of non-literal content - like emotions, but also satirical expressions - and applications in the healthcare field.

NLP has the potential to be a disruptive technology in various healthcare fields, but so far little attention has been devoted to that goal. This book aims at providing some examples of NLP techniques that can, for example, restore speech, detect Parkinson's disease, or help psychotherapists.

This book is intended for a wide audience. Beginners will find useful chapters providing a general introduction to NLP techniques, while experienced professionals will appreciate the chapters about advanced management of emotion, empathy, and non-literal content.

商品描述(中文翻譯)

自然語言處理（Natural Language Processing, NLP）是人工智慧、語言學和計算機科學的子領域，專注於人類語言的生成、識別和理解，包括書面語和口語。NLP 系統檢查句子的語法結構以及單詞的具體含義，然後利用算法提取意義並產生結果。自然語言處理中的機器學習和深度學習旨在提供當前 NLP 領域中神經網絡技術的回顧，特別是關於對話代理（chatbots）、文本轉語音、非字面內容的管理——如情感以及諷刺表達——以及在醫療領域的應用。

NLP 在各種醫療領域具有顛覆性技術的潛力，但迄今為止，對此目標的關注仍然很少。本書旨在提供一些 NLP 技術的例子，例如，恢復語音、檢測帕金森病或幫助心理治療師。

本書適合廣泛的讀者群。初學者將會發現有用的章節，提供對 NLP 技術的一般介紹，而經驗豐富的專業人士則會欣賞有關情感、同理心和非字面內容的高級管理章節。

作者簡介

Anitha S. Pillai is a Professor in the School of Computing Sciences, Hindustan Institute of Technology and Science, India. She obtained a Ph. D. in the area of Natural Language Processing and has 3 decades of teaching and research experience. She has authored / co-authored several papers in national and international conferences/ journals. She is also the Co-founder of AtINeu - Artificial Intelligence in Neurology focusing on the applications of AI in neurological disorders.

Roberto Tedesco earned a Ph. D. in Computer Science, in 2006 at Politecnico di Milano (Italy), where he was contract professor for the Natural Language Processing (NLP) and the Accessibility courses. He is now researcher at the Scuola universitaria professionale della Svizzera italiana (SUPSI), in Lugano (Switzerland). His research interests are NLP, assistive technologies, and HCI.

作者簡介(中文翻譯)

Anitha S. Pillai 是印度亨德斯坦科技與科學學院計算科學學院的教授。她在自然語言處理（Natural Language Processing）領域獲得博士學位，並擁有三十年的教學和研究經驗。她在國內外的會議和期刊上發表了多篇論文。她也是 AtINeu - 人工智慧在神經學中的應用的共同創辦人，專注於人工智慧在神經疾病中的應用。

Roberto Tedesco 於2006年在意大利米蘭理工大學獲得計算機科學博士學位，並擔任自然語言處理（NLP）和無障礙課程的合約教授。他目前是瑞士意大利專業大學（SUPSI）在盧加諾的研究員。他的研究興趣包括自然語言處理、輔助技術和人機互動（HCI）。

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