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Apache Spark with Java – Learn Spark from a Big Data Guru

Video Introducing this tutorial

Get Started with Apache Spark :
Course Overview
Introduction to Spark
Java 9 Warning
Install Java and Git
Source Code
Set up Spark project with IntelliJ IDEA
Set up Spark project with Eclipse
Text lecture: Set up Spark project with Eclipse
Run our first Spark job
Trouble shooting: running Hadoop on Windows

RDD Basics
Create RDDs
Text Lecture: Create RDDs
Map and Filter Transformation
Solution to Airports by Latitude Problem
FlatMap Transformation
Text Lectures: flatMap Transformation
Set Operation
Sampling With Replacement and Sampling Without Replacement
Solution for the Same Hosts Problem
Solution to Sum of Numbers Problem
Important Aspects about RDD
Summary of RDD Operations
Caching and Persistence

Spark Architecture and Components :
Spark Architecture
Spark Components

Pair RDD :
Introduction to Pair RDD
Create Pair RDDs
Filter and MapValue Transformations on Pair RDD
Reduce By Key Aggregation
Sample solution for the Average House problem
Group By Key Transformation
Sort By Key Transformation
Sample Solution for the Sorted Word Count Problem
Data Partitioning
Join Operations
Extra Learning Material: How are Big Companies using Apache Spark

Advanced Spark Topic :
Text Lecture: Accumulators
Solution to StackOverflow Survey Follow-up Problem
Broadcast Variables

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
Extra Learning Material: Avoid These Mistakes While Writing Apache Spark Program

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

Additional Learning Materials :
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