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Databricks Certified Associate Developer for Apache Spark Using Python

You're reading from   Databricks Certified Associate Developer for Apache Spark Using Python The ultimate guide to getting certified in Apache Spark using practical examples with Python

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Product type Paperback
Published in Jun 2024
Publisher Packt
ISBN-13 9781804619780
Length 274 pages
Edition 1st Edition
Languages
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Author (1):
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Saba Shah Saba Shah
Author Profile Icon Saba Shah
Saba Shah
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Toc

Table of Contents (18) Chapters Close

Preface 1. Part 1: Exam Overview
2. Chapter 1: Overview of the Certification Guide and Exam FREE CHAPTER 3. Part 2: Introducing Spark
4. Chapter 2: Understanding Apache Spark and Its Applications 5. Chapter 3: Spark Architecture and Transformations 6. Part 3: Spark Operations
7. Chapter 4: Spark DataFrames and their Operations 8. Chapter 5: Advanced Operations and Optimizations in Spark 9. Chapter 6: SQL Queries in Spark 10. Part 4: Spark Applications
11. Chapter 7: Structured Streaming in Spark 12. Chapter 8: Machine Learning with Spark ML 13. Part 5: Mock Papers
14. Chapter 9: Mock Test 1
15. Chapter 10: Mock Test 2
16. Index 17. Other Books You May Enjoy

Spark Architecture and Transformations

Spark approaches data processing differently than traditional tools and technologies. To understand Spark’s unique approach, we will have to understand its basic architecture. A deep dive into Spark’s architecture and its components will give you an idea of how Spark achieves its ground-breaking processing speeds for big data analytics.

In this chapter, you will learn about the following broader topics:

  • Spark architecture and execution hierarchy
  • Different Spark components
  • The roles of the Spark driver and Spark executor
  • Different deployment modes in Spark
  • Transformations and actions as Spark operations

By the end of this chapter, you will have valuable insights into Spark’s inner workings and know how to apply this knowledge effectively for your certification test.

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