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    Streaming Big Data with Spark Streaming and Scala - Hands On

    BY
    Udemy

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    Mode

    Online

    Fees

    ₹ 475 1299

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 475  ₹1,299
    certificate availability

    Yes

    certificate providing authority

    Udemy

    The syllabus

    Getting Started

    • Tip: Apply for a Twitter Developer Account now!
    • Introduction, and Getting Set Up
    • [Activity] Stream Live Tweets with Spark Streaming!
    • Udemy 101: Getting the Most From This Course

    A Crash Course in Scala

    • [Activity] Scala Basics
    • [Exercise] Flow Control in Scala
    • [Exercise] Functions in Scala
    • [Excercise] Data Structures in Scala

    Spark Streaming Concepts

    • Introduction to Spark
    • The Resilient Distributed Dataset (RDD)
    • [Activity] RDD's in action: simple word count application
    • Introduction to Spark Streaming
    • [Activity] Revisiting the PrintTweets application
    • Windowing: Aggregating data over longer time spans
    • Fault Tolerance in Spark Streaming

    Spark Streaming Examples with Twitter

    • [Exercise] Saving Tweets to Disk
    • [Exercise] Tracking the Average Tweet Length
    • [Exercise] Tracking the Most Popular Hashtags

    Spark Streaming Examples with Clickstream / Apache Access Log Data

    • [Exercise] Tracking the Top URL's Requested
    • [Exercise] Alarming on Log Errors
    • [Exercise] Integrating Spark Streaming with Spark SQL
    • Intro to Structured Streaming
    • [Activity] Analyzing Apache Log files with Structured Streaming

    Integrating with Other Systems

    • Integrating with Apache Kafka
    • Integrating with Apache Flume
    • Integrating with Amazon Kinesis
    • [Activity] Writing Custom Data Receivers
    • Integrating with Cassandra

    Advanced Spark Streaming Examples

    • [Exercise] Stateful Information in Spark Streams
    • [Activity] Streaming K-Means Clustering
    • [Activity] Streaming Linear Regression

    Spark Streaming in Production

    • [Activity] Packaging and running Spark code in production
    • [Activity] Packaging your code with SBT
    • Running on a real Hadoop cluster with EMR
    • Troubleshooting and Tuning Spark Jobs

    You Made It!

    • Learning More
    • Bonus Lecture: More courses to explore!

    Instructors

    Mr Frank Kane

    Mr Frank Kane
    Founder
    Freelancer

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