Deep Learning: Methods and Applications (Paperback)
暫譯: 深度學習:方法與應用(平裝本)
Li Deng, Dong Yu
- 出版商: Now Publishers Inc
- 出版日期: 2014-06-12
- 售價: $3,600
- 貴賓價: 9.5 折 $3,420
- 語言: 英文
- 頁數: 212
- 裝訂: Paperback
- ISBN: 1601988141
- ISBN-13: 9781601988140
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相關分類:
DeepLearning
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相關主題
商品描述
Deep Learning: Methods and Applications provides an overview of general deep learning methodology and its applications to a variety of signal and information processing tasks. The application areas are chosen with the following three criteria in mind: (1) expertise or knowledge of the authors; (2) the application areas that have already been transformed by the successful use of deep learning technology, such as speech recognition and computer vision; and (3) the application areas that have the potential to be impacted significantly by deep learning and that have been benefitting from recent research efforts, including natural language and text processing, information retrieval, and multimodal information processing empowered by multi-task deep learning. Deep Learning: Methods and Applications is a timely and important book for researchers and students with an interest in deep learning methodology and its applications in signal and information processing. "This book provides an overview of a sweeping range of up-to-date deep learning methodologies and their application to a variety of signal and information processing tasks, including not only automatic speech recognition (ASR), but also computer vision, language modeling, text processing, multimodal learning, and information retrieval. This is the first and the most valuable book for "deep and wide learning" of deep learning, not to be missed by anyone who wants to know the breathtaking impact of deep learning on many facets of information processing, especially ASR, all of vital importance to our modern technological society." - Sadaoki Furui, President of Toyota Technological Institute at Chicago, and Professor at the Tokyo Institute of Technology.
商品描述(中文翻譯)
《深度學習:方法與應用》提供了深度學習一般方法論的概述,以及其在各種信號和信息處理任務中的應用。應用領域的選擇考慮了以下三個標準:(1) 作者的專業知識或經驗;(2) 已經因成功使用深度學習技術而轉變的應用領域,例如語音識別和計算機視覺;以及 (3) 有潛力受到深度學習顯著影響的應用領域,並且已經從最近的研究努力中受益,包括自然語言和文本處理、信息檢索,以及由多任務深度學習驅動的多模態信息處理。《深度學習:方法與應用》是一本及時且重要的書籍,適合對深度學習方法論及其在信號和信息處理中的應用感興趣的研究人員和學生。這本書提供了最新的深度學習方法論的廣泛概述,並將其應用於各種信號和信息處理任務,包括自動語音識別(ASR)、計算機視覺、語言建模、文本處理、多模態學習和信息檢索。這是一本關於深度學習的「深而廣」學習的首本且最有價值的書籍,任何想了解深度學習對信息處理各個方面,特別是 ASR 的驚人影響的人都不應錯過,這對我們現代科技社會至關重要。 - 來自芝加哥豐田科技學院院長、東京科技大學教授的古井貞興。
