Natural Language Processing with Spark Nlp: Learning to Understand Text at Scale - Couverture souple

Thomas, Alex

 
9781492047766: Natural Language Processing with Spark Nlp: Learning to Understand Text at Scale
Couverture souple
ISBN 10 : 1492047767 ISBN 13 : 9781492047766
Editeur : O'Reilly Media, 2020

Synopsis

If you want to build an enterprise-quality application that uses natural language text but arenÃÂÂ[ t sure where to begin or what tools to use, this practical guide will help get you started. Alex Thomas, principal data scientist at Wisecube, shows software engineers and data scientists how to build scalable natural language processing (NLP) applications using deep learning and the Apache Spark NLP library.

Through concrete examples, practical and theoretical explanations, and hands-on exercises for using NLP on the Spark processing framework, this book teaches you everything from basic linguistics and writing systems to sentiment analysis and search engines. YouÃÂÂ[ ll also explore special concerns for developing text-based applications, such as performance.

In four sections, youÃÂÂ[ ll learn NLP basics and building blocks before diving into application and system building:

  • Basics: Understand the fundamentals of natural language processing, NLP on Apache Stark, and deep learning
  • Building blocks: Learn techniques for building NLP applicationsÃÂÂ[ including tokenization, sentence segmentation, and named-entity recognitionÃÂÂ[ and discover how and why they work
  • Applications: Explore the design, development, and experimentation process for building your own NLP applications
  • Building NLP systems: Consider options for productionizing and deploying NLP models, including which human languages to support

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Alex Thomas is a data scientist at Indeed. He has used natural language processing (NLP) and machine learning with clinical data, identity data, and now employer and jobseeker data. He has worked with Apache Spark since version 0.9, and has worked with NLP libraries and frameworks including UIMA and OpenNLP.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
O'Reilly Media
Date d'édition
2020
Langue
anglais
ISBN 10 
1492047767
ISBN 13 
9781492047766
Reliure
Broché
Nombre de pages
366
Coordonnées du fabricant
O'Reilly
https://oreilly.com

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Personne responsable
non disponible