Natural Language Processing with Spark NLP: Learning to Understand Text at Scale

Author:   Alex Thomas
Publisher:   O'Reilly Media
ISBN:  

9781492047766


Pages:   366
Publication Date:   10 July 2020
Format:   Paperback
Availability:   In Print   Availability explained
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Natural Language Processing with Spark NLP: Learning to Understand Text at Scale


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Overview

If you want to build an enterprise-quality application that uses natural language text but aren'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. You'll also explore special concerns for developing text-based applications, such as performance. In four sections, you'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 applications-including tokenization, sentence segmentation, and named-entity recognition-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 ""

Full Product Details

Author:   Alex Thomas
Publisher:   O'Reilly Media
Imprint:   O'Reilly Media
Dimensions:   Width: 17.80cm , Height: 1.90cm , Length: 23.30cm
Weight:   0.584kg
ISBN:  

9781492047766


ISBN 10:   1492047767
Pages:   366
Publication Date:   10 July 2020
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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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.

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