Szczegóły ebooka

Natural Language Processing with Java Cookbook. Over 70 recipes to create linguistic and language translation applications using Java libraries

Natural Language Processing with Java Cookbook. Over 70 recipes to create linguistic and language translation applications using Java libraries

Richard M. Reese

Ebook
Natural Language Processing (NLP) has become one of the prime technologies for processing very large amounts of unstructured data from disparate information sources. This book includes a wide set of recipes and quick methods that solve challenges in text syntax, semantics, and speech tasks.
At the beginning of the book, you'll learn important NLP techniques, such as identifying parts of speech, tagging words, and analyzing word semantics. You will learn how to perform lexical analysis and use machine learning techniques to speed up NLP operations. With independent recipes, you will explore techniques for customizing your existing NLP engines/models using Java libraries such as OpenNLP and the Stanford NLP library. You will also learn how to use NLP processing features from cloud-based sources, including Google and Amazon Web Services (AWS). You will master core tasks, such as stemming, lemmatization, part-of-speech tagging, and named entity recognition. You will also learn about sentiment analysis, semantic text similarity, language identification, machine translation, and text summarization.
By the end of this book, you will be ready to become a professional NLP expert using a problem-solution approach to analyze any sort of text, sentence, or semantic word.
  • 1. Preparing Text for Analysis and Tokenization
  • 2. Isolating Sentences Within a Document
  • 3. Performing Name Entity Recognition
  • 4. Detecting Parts of Speech Using Neural Networks
  • 5. Performing Text Classification
  • 6. Finding Relationships Within Text
  • 7. Language Identification and Translation
  • 8. Identifying Semantic Similarities Within Text
  • 9. Common Text Processing and Generation Tasks
  • 10. Extracting Data for Use in NLP Analysis
  • 11. Creating a Chat Bot
  • 12. Appendix: Installation and Configuration
  • Tytuł: Natural Language Processing with Java Cookbook. Over 70 recipes to create linguistic and language translation applications using Java libraries
  • Autor: Richard M. Reese
  • Tytuł oryginału: Natural Language Processing with Java Cookbook. Over 70 recipes to create linguistic and language translation applications using Java libraries
  • ISBN: 9781789808834, 9781789808834
  • Data wydania: 2019-04-25
  • Format: Ebook
  • Identyfikator pozycji: e_2atb
  • Wydawca: Packt Publishing