Natural Language Processing with Spark NLP
Autor Alex Thomasen Limba Engleză Paperback – 9 iul 2020
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
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Specificații
ISBN-13: 9781492047766
ISBN-10: 1492047767
Pagini: 350
Dimensiuni: 177 x 233 x 22 mm
Greutate: 0.58 kg
Editura: O'Reilly
ISBN-10: 1492047767
Pagini: 350
Dimensiuni: 177 x 233 x 22 mm
Greutate: 0.58 kg
Editura: O'Reilly
Notă biografică
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.