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Taming Big Data with Spark Streaming and Scala - Hands On!
Getting Started
Tip: Apply for a Twitter Developer Account now
Introduction, and Getting Set Up
Stream Live Tweets with Spark Streaming!
A Crash Course in Scala
Scala Basics: Part 1
Flow Control in Scala
Functions in Scala
Data Structures in Scala
Spark Streaming Concepts
Introduction to Spark
The Resilient Distributed Dataset (RDD)
RDD's in Action: Simple Word Count Application
Introduction to Spark Streaming
Revisiting the PrintTweets Application
Windowing: Aggregating Data over Longer Time Spans
Fault Tolerance in Spark Streaming
Spark Streaming Examples with Twitter
Saving Tweets to Disk
Tracking the Average Tweet Length
Tracking the Most Popular Hashtags
Spark Streaming Examples with Clickstream / Apache Access Log Data
Tracking the Top URL's Requested
Alarming on Log Errors
Integrating Spark Streaming with SparkSQL
Intro to Structured Streaming in Spark 2
[Activity] Analyzing Apache Log files with Structured Streaming
Integrating with Other Systems
Integrating with Apache Kafka
Integrating with Apache Flume
Integrating with Amazon Kinesis
Writing Custom Data Receivers
Integrating with Cassandra
Advanced Spark Streaming Examples
Stateful Information in Spark Streams
Streaming K-Means Clustering
Streaming Linear Regression
Spark Streaming in Production
[Activity] Packaging and running Spark code in production
Packaging your Code with SBT
Running on a Real Hadoop Cluster with EMR
Troubleshooting and Tuning Spark Jobs
You Made It!
Learning More
Integrating with Amazon Kinesis
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