Real-World Natural Language Processing: Practical Applications with Deep Learning

Hagiwara, Masato

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商品描述

Real-world Natural Language Processing teaches you how to create practical NLP applications using Python and open source NLP libraries such as AllenNLP and Fairseq--without getting bogged down in complex language theory and the mathematics of deep learning.

Voice assistants, automated customer service agents, and other cutting-edge human-to-computer interactions rely on accurately interpreting language as it is written and spoken. In Real-World Natural Language Processing, you'll explore the core tools and techniques required to build a huge range of powerful NLP apps.

Real-world Natural Language Processing teaches you how to create practical NLP applications using Python and open source NLP libraries such as AllenNLP and Fairseq--without getting bogged down in complex language theory and the mathematics of deep learning. You'll begin by creating a complete sentiment analyzer, then dive deep into each component to unlock the building blocks you'll use in all different kinds of NLP programs. By the time you're done, you'll have the skills to create named entity taggers, machine translation systems, spelling correctors, and language generation systems.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

商品描述(中文翻譯)

《實戰自然語言處理》教你如何使用Python和開源NLP庫(如AllenNLP和Fairseq)創建實用的NLP應用,而不需要深入研究複雜的語言理論和深度學習的數學知識。

語音助手、自動客服代理和其他尖端的人機交互都依賴於準確解讀書面和口語語言。在《實戰自然語言處理》中,你將探索構建各種強大NLP應用所需的核心工具和技術。

《實戰自然語言處理》教你如何使用Python和開源NLP庫(如AllenNLP和Fairseq)創建實用的NLP應用,而不需要深入研究複雜的語言理論和深度學習的數學知識。你將首先創建一個完整的情感分析器,然後深入研究每個組件,以解鎖在各種不同類型的NLP程序中使用的基本組件。完成後,你將具備創建命名實體標記器、機器翻譯系統、拼寫校正器和語言生成系統的技能。

購買印刷版書籍將包含Manning Publications提供的PDF、Kindle和ePub格式的免費電子書。

作者簡介

Masato Hagiwara received his computer science PhD from Nagoya University in 2009, focusing on Natural Language Processing and machine learning. He has interned at Google and Microsoft Research, and worked at Baidu Japan, Duolingo, and Rakuten Institute of Technology. He now runs his own consultancy business advising clients, including startups and research institutions.

作者簡介(中文翻譯)

Masato Hagiwara於2009年從名古屋大學獲得計算機科學博士學位,專注於自然語言處理和機器學習。他曾在Google和Microsoft Research實習,並在Baidu Japan、Duolingo和樂天技術研究所工作。他現在經營自己的顧問業務,為包括初創企業和研究機構在內的客戶提供咨詢服務。