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Big Data/Spark Fundamentals

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Topics Covered

Big Data/Spark Fundamentals
Big Data
  • Intro to data evolution
  • Intro to big data
  • Hadoop Ecosystem Introduction
  • Intro to HDFS
  • Evolution of Hadoop
  • Introduction to Spark
  • Hadoop vs Spark
  • Spark Setup
  • Introduction to RDDs
  • Hadoop Ecosystem Introduction
  • Basic RDD operations
  • Local vs Cluster mode
  • Working with Key/Value pairs
  • Transformations
  • Actions
  • Shared variables
  • Accumulators
  • Launching a Spark Job using Java
Big Data/Spark Fundamentals
Spark Fundamentals
  • Creating Spark EMR cluster
  • Spark Cluster mode
  • Introduction to YARN
  • Spark Cluster Manager
  • Running Spark job on EMR
  • Driver class configuration
  • Executors
  • Configure number of executors
  • Spark cluster configuration
  • Configure memory: Driver & executors
  • Spark caching
  • Memory management
Big Data/Spark Fundamentals
Big Data
  • Intro to data evolution
  • Intro to big data
  • Hadoop Ecosystem Introduction
  • Intro to HDFS
  • Evolution of Hadoop
  • Introduction to Spark
  • Hadoop vs Spark
  • Spark Setup
  • Introduction to RDDs
  • Hadoop Ecosystem Introduction
  • Basic RDD operations
  • Local vs Cluster mode
  • Working with Key/Value pairs
  • Transformations
  • Actions
  • Shared variables
  • Accumulators
  • Launching a Spark Job using Java
Big Data/Spark Fundamentals
Spark Fundamentals
  • Creating Spark EMR cluster
  • Spark Cluster mode
  • Introduction to YARN
  • Spark Cluster Manager
  • Running Spark job on EMR
  • Driver class configuration
  • Executors
  • Configure number of executors
  • Spark cluster configuration
  • Configure memory: Driver & executors
  • Spark caching
  • Memory management

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