Apache Spark with Java - Learn Spark from a Big Data Guru
Video description
Learn to analyze large data sets with Apache Spark by 10+ hands-on examples. Take your big data skills to the next level
About This Video
You will gain an in-depth knowledge of Spark, general big data analysis, and data manipulation skills.
You'll be able to develop Spark application that analyzes gigabytes of data both on your laptop, and in the cloud using Amazon's Elastic MapReduce service.
In Detail
This course covers …
Apache Spark with Java - Learn Spark from a Big Data Guru
Video description
Learn to analyze large data sets with Apache Spark by 10+ hands-on examples. Take your big data skills to the next level
About This Video
You will gain an in-depth knowledge of Spark, general big data analysis, and data manipulation skills.
You'll be able to develop Spark application that analyzes gigabytes of data both on your laptop, and in the cloud using Amazon's Elastic MapReduce service.
In Detail
This course covers all the fundamentals of Apache Spark with Java and teaches you everything you need to know about developing Spark applications with Java. At the end of this course, you will have gained an in-depth knowledge pf Apache Spark, general big data analysis and manipulations skills. With these new skills you'll be able to help your company to adapt Apache Spark for building a big data processing pipeline and data analytics applications. This course covers 10+ hands-on big data examples. You will learn valuable knowledge on how to frame data analysis problems as Spark problems. Together we will learn examples such as aggregating NASA Apache web logs from different sources; we will explore the price trend by looking at the real estate data in California; we will write Spark applications to find out the median salary of developers in different countries through the Stack Overflow survey data; we will develop a system to analyze how maker spaces are distributed across different regions in the United Kingdom, and much more.
Who this book is for
Anyone who wants to fully understand how Apache Spark technology works and learn how Apache Spark is being used in the field. Software engineers who want to develop Apache Spark 2.0 applications using Spark Core and Spark SQL. Data scientists or data engineers who want to advance their career by improving their big data processing skills.
Solution to StackOverflow Survey Follow-up Problem
Broadcast Variables
Chapter 6 : Spark SQL
Introduction to Spark SQL
Spark SQL in Action
Spark SQL practice: House Price Problem
Spark SQL Joins
Strongly Typed Dataset
Use Dataset or RDD
Dataset and RDD Conversion
Performance Tuning of Spark SQL
Chapter 7 : Running Spark in a Cluster
Introduction to Running Spark in a Cluster
Package Spark Application and Use spark-submit
Run Spark Application on Amazon EMR (Elastic MapReduce) cluster
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