Apache Spark Training Course

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Course Code

68780

Duration Duration

14 hours (usually 2 days including breaks)

Course Outline Course Outline

Why Spark?

  • Problems with Traditional Large-Scale Systems
  • Introducing Spark

Spark Basics

  • What is Apache Spark?
  • Using the Spark Shell
  • Resilient Distributed Datasets (RDDs)
  • Functional Programming with Spark

Working with RDDs

  • RDD Operations
  • Key-Value Pair RDDs
  • MapReduce and Pair RDD Operations

The Hadoop Distributed File System

  • Why HDFS?
  • HDFS Architecture
  • Using HDFS

Running Spark on a Cluster

  • Overview
  • A Spark Standalone Cluster
  • The Spark Standalone Web UI

Parallel Programming with Spark

  • RDD Partitions and HDFS Data Locality
  • Working With Partitions
  • Executing Parallel Operations

Caching and Persistence

  • RDD Lineage
  • Caching Overview
  • Distributed Persistence

Writing Spark Applications

  • Spark Applications vs. Spark Shell
  • Creating the SparkContext
  • Configuring Spark Properties
  • Building and Running a Spark Application
  • Logging

Spark, Hadoop, and the Enterprise Data Center

  • Overview
  • Spark and the Hadoop Ecosystem
  • Spark and MapReduce

Spark Streaming

  • Spark Streaming Overview
  • Example: Streaming Word Count
  • Other Streaming Operations
  • Sliding Window Operations
  • Developing Spark Streaming Applications

Common Spark Algorithms

  • Iterative Algorithms
  • Graph Analysis
  • Machine Learning

Improving Spark Performance

  • Shared Variables: Broadcast Variables
  • Shared Variables: Accumulators
  • Common Performance Issues

Public Classroom Public Classroom
Participants from multiple organisations. Topics usually cannot be customised
From 5030EUR
(74)
Private Classroom Private Classroom
Participants are from one organisation only. No external participants are allowed. Usually customised to a specific group, course topics are agreed between the client and the trainer.
Private Remote Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet
From 4530EUR
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The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Public Classroom Private Remote
1 5030EUR 4530EUR
2 3100EUR 2800EUR
3 2457EUR 2223EUR
4 2135EUR 1935EUR
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Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
Amiens, Centre VilleMon, 2016-12-26 09:304530EUR / 5030EUR
Lyon, Swisslife TowerThu, 2016-12-29 09:304530EUR / 5030EUR
Toulouse, City CenterThu, 2016-12-29 09:304530EUR / 5030EUR
Tours, Les Rives Public GardenMon, 2017-01-02 09:304530EUR / 5030EUR
Lille, Gare FlandresWed, 2017-01-04 09:304530EUR / 5030EUR

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