BIG DATA ANALYTICS

What Will I Learn?

    1.      Introduction to Big Data and Hadoop Ecosystem

    ·        Introduction

    ·        Overview to Big Data and Hadoop

    ·        Hadoop Ecosystem

     

    2.      HDFS and YARN

    ·        HDFS Architecture and Components

    ·        Block Replication Architecture

    ·        YARN Introduction

     

    3.      Map Reduce and Sqoop

    ·        Introduction

    ·        Why Map-reduce

    ·        Small Data and Big Data

    ·        Data Types in Hadoop

    ·        Joins in MapReduce

    ·        What is Sqoop

     

    4.      Basics of Hive and Impala

    ·        Introduction

    ·        Interacting with Hive and Impala

     

    5.      Working with Hive and Impala

    ·        Working with Hive and Impala

    ·        Data Types in Hive

    ·        Validation of Data

    ·        What is Hcatalog and its Uses

     

    6.      Types of Data Formats

    ·        Introduction

    ·        Types of File Format

    ·        Data Serialization

    ·        Importing MySQL and creating Hivetb

    ·        Parquet with Sqoop

     

    7.      Advanced Hive Concept and Data File Partitioning

    ·        Introduction

    ·        Overview of Hive Query Language

     

    8.      Apache Flume and HBase

    ·        Introduction

    ·        Interacting with HBase

     

    9.      Basics of Apache Spark

    ·        Introduction

    ·        Spark- Architecture, Execution, and Related Concepts

    ·        RDD Operations

    ·        Functional Programming in Spark

     

    10.   Implementation of Spark Applications

    ·        Introduction

    ·        Running Spark on YARN

    ·        Dynamic Resource Allocation

    ·        Configuring Your Spark Application

     

    11.   Spark Parallel Processing

    ·        Introduction

    ·        Parallel Operations on Partitions

     

    12.   Spark RDD Optimization Techniques

    ·        Introduction

    ·        RDD Persistence

     

    13.   Spark Algorithm

    ·        Introduction

    ·        Spark: An Iterative Algorithm

    ·        Introduction to Graph Parallel System

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