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Big Data & Hadoop

Big Data & Hadoop

Introduction to Hadoop & Big Data

  • Introduction
  • Overview to BigData & Hadoop
  • Hadoop Ecosystem


HDFS and YARN

  • Introduction
  • HDFS Architecture & Components
  • Block Replication Architecture
  • YARN Introduction
  • Hands on Exercise


Map Reduce and Sqoop

  • Introduction
  • Why Map Reduce
  • Small Data & Big Data
  • Data Types in Hadoop
  • Joins in Map Reduce
  • What is Sqoop
  • Hands on Exercise


Basics of Hive & Impala

  • Introduction
  • Interacting with Hive and Impala
  • Data Types in Hive
  • Validation of Data
  • What is Hcatalog and its uses
  • Hands-on Exercise


Types of Data Formats

  • Introduction
  • Types of File Format
  • Data Serialization
  • Importing MySQL and creating hivetb
  • Parquet with Sqoop
  • Hands-on Exercise


Advanced Hive Concept & Data File Partitioning

  • Introduction
  • Overview of the Hive Query Language
  • Hands-on Exercise


Apache Flume and HBase

  • Introduction
  • Introduction to HBase
  • Hands-on Exercise


Basics of Apache Spark

  • Introduction
  • Spark Architecture, Execution, and Related Concepts
  • RDD Operations
  • Functional Programming in Spark
  • Hands-on Exercise


RDDS in Spark

  • Introduction
  • RDD Data Type & RDD Creation
  • Operations in RDDS
  • Hands-on Exercise


Implementation of Spark Applications

  • Introduction
  • Running Spark on YARN
  • Running a Spark Application
  • Dynamic Resource Allocation
  • Configuring Your Spark Application


Spark SQL

  • Introduction
  • Interoperating with RDDs
  • Hands-on Exercise


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