Szczegóły ebooka

Natural Language Processing Fundamentals. Build intelligent applications that can interpret the human language to deliver impactful results

Natural Language Processing Fundamentals. Build intelligent applications that can interpret the human language to deliver impactful results

Sohom Ghosh, Dwight Gunning

Ebook
If NLP hasn't been your forte, Natural Language Processing Fundamentals will make sure you set off to a steady start. This comprehensive guide will show you how to effectively use Python libraries and NLP concepts to solve various problems.
You'll be introduced to natural language processing and its applications through examples and exercises. This will be followed by an introduction to the initial stages of solving a problem, which includes problem definition, getting text data, and preparing it for modeling. With exposure to concepts like advanced natural language processing algorithms and visualization techniques, you'll learn how to create applications that can extract information from unstructured data and present it as impactful visuals. Although you will continue to learn NLP-based techniques, the focus will gradually shift to developing useful applications. In these sections, you'll understand how to apply NLP techniques to answer questions as can be used in chatbots.
By the end of this book, you'll be able to accomplish a varied range of assignments ranging from identifying the most suitable type of NLP task for solving a problem to using a tool like spacy or gensim for performing sentiment analysis. The book will easily equip you with the knowledge you need to build applications that interpret human language.
  • 1. General Introduction to NLP
  • 2. Extraction Methods from Unstructured Text
  • 3. Building a Simple Classifier
  • 4. Collecting Text Data
  • 5. Topic Modelling
  • 6. Text Summarization and Text Generation
  • 7. Vector Representation
  • 8. Sentiment Analysis
  • 9. Language Detection using Neural Networks
  • Tytuł: Natural Language Processing Fundamentals. Build intelligent applications that can interpret the human language to deliver impactful results
  • Autor: Sohom Ghosh, Dwight Gunning
  • Tytuł oryginału: Natural Language Processing Fundamentals. Build intelligent applications that can interpret the human language to deliver impactful results
  • ISBN: 9781789955989, 9781789955989
  • Data wydania: 2019-03-30
  • Format: Ebook
  • Identyfikator pozycji: e_14st
  • Wydawca: Packt Publishing