Practical Natural Language Processing

Practical Natural Language Processing
PDF, ePUB
  • eBook:
    Practical Natural Language Processing: A Comprehensive Guide to Building Real-World NLP Systems
  • Author:
    Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, Harshit Surana
  • Edition:
    1 edition
  • Categories:
  • Data:
    July 7, 2020
  • ISBN:
    1492054054
  • ISBN-13:
    9781492054054
  • Language:
    English
  • Pages:
    456 pages
  • Format:
    PDF, ePUB

Book Description
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.
With this book, you’ll:
  • Understand the wide spectrum of problem statements, tasks, and solution approaches within NLP
  • Implement and evaluate different NLP applications using machine learning and deep learning methods
  • Fine-tune your NLP solution based on your business problem and industry vertical
  • Evaluate various algorithms and approaches for NLP product tasks, datasets, and stages
  • Produce software solutions following best practices around release, deployment, and DevOps for NLP systems
  • Understand best practices, opportunities, and the roadmap for NLP from a business and product leader’s perspective

Content

I. Foundations
1. NLP: A Primer
2. NLP Pipeline
3. Text Representation

II. Essentials
4. Text Classification
5. Information Extraction
6. Chatbots
7. Topics in Brief

III. Applied
8. Social Media
9. E-Commerce and Retail
10. Healthcare, Finance, and Law

IV. Bringing It All Together
11. The End-to-End NLP Process

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