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Beginning Apache Spark 2 : with resilient distributed datasets, Spark SQL, structured streaming and Spark Machine Learning library

Author: Hien Luu
Publisher: [New York, New York] : Apress, New York, NY : Distributed to the Book trade worldwide by Springer Science+Business Media [2018] ©2018
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Develop applications for the big data landscape with Spark and Hadoop. This book also explains the role of Spark in developing scalable machine learning and analytics applications with Cloud technologies. Beginning Apache Spark 2 gives you an introduction to Apache Spark and shows you how to work with it. Along the way, you'll discover resilient distributed datasets (RDDs); use Spark SQL for structured data; and  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Luu, Hien.
Beginning Apache Spark 2.
[New York, New York] : Apress, [2018]
(OCoLC)1022793973
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Hien Luu
ISBN: 9781484235799 1484235797 9781484235805 1484235800
OCLC Number: 1049171799
Notes: Includes index.
Description: 1 online resource (xi, 393 pages) : illustrations
Contents: 1. Introduction to Apache Spark --
2. Working with Apache Spark --
3. Resilient distributed datasets --
4. Spark SQL (Foundations) --
5. Spark SQL (Advanced) --
6. Spark streaming --
7. Spark streaming (Advanced) --
8. Machine learning with Spark.
Responsibility: Hien Luu.

Abstract:

Develop applications for the big data landscape with Spark and Hadoop. This book also explains the role of Spark in developing scalable machine learning and analytics applications with Cloud technologies. Beginning Apache Spark 2 gives you an introduction to Apache Spark and shows you how to work with it. Along the way, you'll discover resilient distributed datasets (RDDs); use Spark SQL for structured data; and learn stream processing and build real-time applications with Spark Structured Streaming. Furthermore, you'll learn the fundamentals of Spark ML for machine learning and much more. After you read this book, you will have the fundamentals to become proficient in using Apache Spark and know when and how to apply it to your big data applications.

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