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The Natural Language Processing Workshop. Confidently design and build your own NLP projects with this easy-to-understand practical guide

The Natural Language Processing Workshop. Confidently design and build your own NLP projects with this easy-to-understand practical guide

Rohan Chopra, Aniruddha M. Godbole, Nipun Sadvilkar, Muzaffar Bashir Shah, Sohom Ghosh, Dwight Gunning

Ebook
Do you want to learn how to communicate with computer systems using Natural Language Processing (NLP) techniques, or make a machine understand human sentiments? Do you want to build applications like Siri, Alexa, or chatbots, even if you’ve never done it before?

With The Natural Language Processing Workshop, you can expect to make consistent progress as a beginner, and get up to speed in an interactive way, with the help of hands-on activities and fun exercises.

The book starts with an introduction to NLP. You’ll study different approaches to NLP tasks, and perform exercises in Python to understand the process of preparing datasets for NLP models. Next, you’ll use advanced NLP algorithms and visualization techniques to collect datasets from open websites, and to summarize and generate random text from a document. In the final chapters, you’ll use NLP to create a chatbot that detects positive or negative sentiment in text documents such as movie reviews.

By the end of this book, you’ll be equipped with the essential NLP tools and techniques you need to solve common business problems that involve processing text.
  • 1. Introduction to Natural Language Processing
  • 2. Feature Extraction Methods
  • 3. Developing a Text Classifier
  • 4. Collecting Data with Web Scraping and APIs
  • 5. Topic Modeling
  • 6. Vector Representation
  • 7. Text Generation and Summarization
  • 8. Sentiment Analysis
  • Tytuł: The Natural Language Processing Workshop. Confidently design and build your own NLP projects with this easy-to-understand practical guide
  • Autor: Rohan Chopra, Aniruddha M. Godbole, Nipun Sadvilkar, Muzaffar Bashir Shah, Sohom Ghosh, Dwight Gunning
  • Tytuł oryginału: The Natural Language Processing Workshop. Confidently design and build your own NLP projects with this easy-to-understand practical guide
  • ISBN: 9781800200807, 9781800200807
  • Data wydania: 2020-08-17
  • Format: Ebook
  • Identyfikator pozycji: e_2af7
  • Wydawca: Packt Publishing