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Practical natural language processing : a comprehensive guide to building real-world NLP systems / Sowmya Vajjala et.al.,

By: Contributor(s): Material type: TextTextLanguage: English Publication details: Sebastopol: O'Reilly Media, 2020.Description: xxvii, 424 pages : illustrations ; 24 cmISBN:
  • 9789385889189
Subject(s): DDC classification:
  • 006.35 VAJ
Contents:
Part 1. Foundations. NLP: a primer ; NLP pipeline ; Text representation Part 2. Essentials. Text classification ; Information extraction ; Chatbots ; Topics in brief Part 3. Applied. Social media ; E-commerce and retail ; Healthcare, finance, and law Part 4. Bringing it all together. The end-to-end NLP process
Summary: "Many books and courses tackle natural language processing (NLP) problems with toy use cases and well-defined datasets. But if you want to build, iterate, and scale NLP systems in a business setting and tailor them for particular industry verticals, this is your guide. Software engineers and data scientists will learn how to navigate the maze of options available at each step of the journey. Through the course of the book, authors Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana will guide you through the process of building real-world NLP solutions embedded in larger product setups. You'll learn how to adapt your solutions for different industry verticals such as healthcare, social media, and retail."
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Includes Index.


Part 1. Foundations. NLP: a primer ; NLP pipeline ; Text representation
Part 2. Essentials. Text classification ; Information extraction ; Chatbots ; Topics in brief
Part 3. Applied. Social media ; E-commerce and retail ; Healthcare, finance, and law
Part 4. Bringing it all together. The end-to-end NLP process

"Many books and courses tackle natural language processing (NLP) problems with toy use cases and well-defined datasets. But if you want to build, iterate, and scale NLP systems in a business setting and tailor them for particular industry verticals, this is your guide. Software engineers and data scientists will learn how to navigate the maze of options available at each step of the journey. Through the course of the book, authors Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana will guide you through the process of building real-world NLP solutions embedded in larger product setups. You'll learn how to adapt your solutions for different industry verticals such as healthcare, social media, and retail."

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