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Learning Spark SQL

You're reading from   Learning Spark SQL Architect streaming analytics and machine learning solutions

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Product type Paperback
Published in Sep 2017
Publisher Packt
ISBN-13 9781785888359
Length 452 pages
Edition 1st Edition
Languages
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Author (1):
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Aurobindo Sarkar Aurobindo Sarkar
Author Profile Icon Aurobindo Sarkar
Aurobindo Sarkar
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Table of Contents (13) Chapters Close

Preface 1. Getting Started with Spark SQL FREE CHAPTER 2. Using Spark SQL for Processing Structured and Semistructured Data 3. Using Spark SQL for Data Exploration 4. Using Spark SQL for Data Munging 5. Using Spark SQL in Streaming Applications 6. Using Spark SQL in Machine Learning Applications 7. Using Spark SQL in Graph Applications 8. Using Spark SQL with SparkR 9. Developing Applications with Spark SQL 10. Using Spark SQL in Deep Learning Applications 11. Tuning Spark SQL Components for Performance 12. Spark SQL in Large-Scale Application Architectures

Summary


In this chapter, we introduced a few Spark SQL applications in the textual analysis space. Additionally, we provided detailed code examples, including building a data preprocessing pipeline, implementing sentiment analysis, using Naive Bayes classifier with n-grams, and implementing an LDA application to identify themes in a document corpus. Additionally, we worked through the details of implementing an example of machine learning.

In the next chapter, we will focus on use cases for using Spark SQL in deep learning applications. We will explore a few of the emerging deep learning libraries and present examples of implementing deep learning related applications.

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