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This course is about the learning process of apache spark which is an open-source and distributed processing system used for big-data loads. It is helpful for large scale data processing.

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January 27, 2021

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Apache Spark is a computing technology which is designed for fast computation. Apache spark is a data processing framework that can quickly perform processing tasks on very huge data sets and can also distribute data processing tasks across multiple computers. Spark is the fast and general engine for large-scale data processing. It is helpful to cover a wide range of workloads. 

Every year we have a big amount of data that we need to store and analyze. It is a computer service used to process and store vast amount of data.  In the present era apache spark is being adopted by major sites like yahoo, ebay etc. It widely helps you to run programs faster. 



Course Curriculum

    • What is Spark? 00:00:00
    • Why Spark? 00:00:00
    • Where Spark is used 00:00:00
    • An overview of BigData 00:00:00
    • A brief background of Spark 00:00:00
    • Hadoop and Spark 00:00:00
    • Spark Ecosystem 00:00:00
    • Modes of Spark Deployment 00:00:00
    • Spark supported languages 00:00:00
    • Installing Spark in various modes 00:00:00
    • Testing Spark Installation 00:00:00
    • Labs 00:00:00
    • Intro to Spark Shell 00:00:00
    • Performing basics using Spark Shell 00:00:00
    • Labs 00:00:00
    • Intro to Scala Programming Language 00:00:00
    • Operators 00:00:00
    • Functions 00:00:00
    • Labs 00:00:00
    • Object Oriented Programming with classes 00:00:00
    • Immutable Collections 00:00:00
    • Mutable Collections 00:00:00
    • Futures 00:00:00
    • Labs 00:00:00
    • Introduction 00:00:00
    • Building a Spark Application 00:00:00
    • Running the built Spark Application 00:00:00
    • Labs 00:00:00
    • What is a Spark Context 00:00:00
    • Spark context using Scala 00:00:00
    • Spark context using Java 00:00:00
    • Spark context using Python 00:00:00
    • Labs 00:00:00
    • Intro to RDDs 00:00:00
    • Loading Data to RDDs 00:00:00
    • Storing RDDs 00:00:00
    • Labs 00:00:00
    • RDD operations using Scala 00:00:00
    • RDD operations using Java 00:00:00
    • RDD operations using Python 00:00:00
    • Pairing RDDs 00:00:00
    • Labs 00:00:00
    • Intro to Spark SQL 00:00:00
    • The Spark SQL architecture 00:00:00
    • Programming with Spark SQL 00:00:00
    • Data Sources 00:00:00
    • Labs 00:00:00
    • Intro to Spark DataFrames 00:00:00
    • DataFrame Transformations 00:00:00
    • Labs 00:00:00
    • Intro to types of Distributed Variables 00:00:00
    • Accumlators 00:00:00
    • Broadcast variables 00:00:00
    • Labs 00:00:00
    • Intro to Spark GraphX 00:00:00
    • Graph properties 00:00:00
    • Graph Operators 00:00:00
    • Graph Builders 00:00:00
    • Vertex and Edge RDDs 00:00:00
    • Labs 00:00:00
    • Introduction 00:00:00
    • Working With Parquet 00:00:00
    • Working With ORC 00:00:00
    • Labs 00:00:00
    • Spark properties 00:00:00
    • Environment properties 00:00:00
    • Logging 00:00:00
    • Labs 00:00:00
    • Serialization 00:00:00
    • Memory Tuning 00:00:00
    • Optimizations 00:00:00
    • Labs 00:00:00
    • Scheduling jobs across applications 00:00:00
    • Scheduling jobs within applications 00:00:00
    • Labs 00:00:00
    • Security overview 00:00:00
    • Security WebUI 00:00:00
    • Event Logging 00:00:00
    • Encryption 00:00:00
    • Security for various modes 00:00:00
    • Security Configurations 00:00:00
    • Labs 00:00:00
    • Testing in Java 00:00:00
    • Testing in Scala 00:00:00
    • Testing in Python 00:00:00
    • Labs 00:00:00
    • Various Use cases 00:00:00
    • Recommendation Engine 00:00:00

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