Brochure
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- 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
Streaming Big Data with Spark Streaming and Scala - Hands On
Quick Facts
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Medium of instructions
English
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Mode of learning
Self study
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Mode of Delivery
Video and Text Based
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Course and certificate fees
Fees information
₹ 475 ₹1,299
certificate availability
Yes
certificate providing authority
Udemy
The syllabus
Getting Started
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
Founder
Freelancer
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