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Apache Spark 2.x for Java Developers

You're reading from   Apache Spark 2.x for Java Developers Explore big data at scale using Apache Spark 2.x Java APIs

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Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781787126497
Length 350 pages
Edition 1st Edition
Languages
Concepts
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Authors (2):
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Sourav Gulati Sourav Gulati
Author Profile Icon Sourav Gulati
Sourav Gulati
Sumit Kumar Sumit Kumar
Author Profile Icon Sumit Kumar
Sumit Kumar
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Toc

Table of Contents (12) Chapters Close

Preface 1. Introduction to Spark FREE CHAPTER 2. Revisiting Java 3. Let Us Spark 4. Understanding the Spark Programming Model 5. Working with Data and Storage 6. Spark on Cluster 7. Spark Programming Model - Advanced 8. Working with Spark SQL 9. Near Real-Time Processing with Spark Streaming 10. Machine Learning Analytics with Spark MLlib 11. Learning Spark GraphX

Summary


This chapter covered various topics that govern the functioning of RDD-like partitioning and then used advanced transformations and actions to achieve specific requirements. We also looked at the limitations of sharing variables across executor nodes and how it can be achieved using broadcast variables and accumulators.

The next chapter introduces Spark SQL and related concepts like datafame, dataset, UDF and so on. We'll also discuss SQLContext and the newly introduced SparkSession and how its introduction has simplified the whole process of dealing with the Hive metastore.

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