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Apache Spark 2.0 with Java -Learn Spark from a Big Data Guru

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Learn analyzing large data sets with Apache Spark by 10+ hands-on examples. Take your big data skills to the next level.


1 - Get Started with Apache Spark
  • 1 - Course Overview
  • 2 - How to Take this Course and How to Get Support
  • 3 - Text Lecture How to Take this Course and How to Get Support.html
  • 4 - Introduction to Spark
  • 5 - Apache-Spark-with-Java-Slides.pdf
  • 5 - Sides.html
  • 6 - Java 9 Warning.html
  • 7 - Install Java and Git
  • 8 - Source Code.html
  • 9 - Set up Spark project with IntelliJ IDEA
  • 10 - Set up Spark project with Eclipse
  • 11 - Text lecture Set up Spark project with Eclipse.html
  • 12 - Run our first Spark job
  • 13 - Trouble shooting running Hadoop on Windows.html

  • 2 - RDD
  • 14 - RDD Basics
  • 15 - Create RDDs
  • 16 - Text Lecture Create RDDs.html
  • 17 - Map and Filter Transformation
  • 18 - Solution to Airports by Latitude Problem
  • 19 - FlatMap Transformation
  • 20 - Text Lectures flatMap Transformation.html
  • 21 - Set Operation
  • 22 - Sampling With Replacement and Sampling Without Replacement.html
  • 23 - Solution for the Same Hosts Problem.html
  • 24 - Actions
  • 25 - Solution to Sum of Numbers Problem
  • 26 - Important Aspects about RDD
  • 27 - Summary of RDD Operations
  • 28 - Caching and Persistence

  • 3 - Spark Architecture and Components
  • 29 - Spark Architecture
  • 30 - Spark Components

  • 4 - Pair RDD
  • 31 - Introduction to Pair RDD
  • 32 - Create Pair RDDs
  • 33 - Filter and MapValue Transformations on Pair RDD
  • 34 - Reduce By Key Aggregation
  • 35 - Sample solution for the Average House problem
  • 36 - Group By Key Transformation
  • 37 - Sort By Key Transformation
  • 38 - Sample Solution for the Sorted Word Count Problem
  • 39 - Data Partitioning
  • 40 - Join Operations
  • 41 - Extra Learning Material How are Big Companies using Apache Spark.html

  • 5 - Advanced Spark Topic
  • 42 - Accumulators
  • 43 - Text Lecture Accumulators.html
  • 44 - Solution to StackOverflow Survey Followup Problem
  • 45 - Broadcast Variables

  • 6 - Spark SQL
  • 46 - Introduction to Spark SQL
  • 47 - Spark SQL in Action
  • 48 - Spark SQL practice House Price Problem
  • 49 - Spark SQL Joins
  • 50 - Strongly Typed Dataset
  • 51 - Use Dataset or RDD
  • 52 - Dataset and RDD Conversion
  • 53 - Performance Tuning of Spark SQL
  • 54 - Extra Learning Material Avoid These Mistakes While Writing Apache Spark Program.html

  • 7 - Running Spark in a Cluster
  • 55 - Introduction to Running Spark in a Cluster
  • 56 - Package Spark Application and Use sparksubmit
  • 57 - Run Spark Application on Amazon EMR Elastic MapReduce cluster

  • 8 - Additional Learning Materials
  • 58 - Future Learning
  • 59 - Text Lecture Future Learning.html
  • 60 - Coupons to Our Other Courses.html
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