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Apache Spark with Scala

Video Introducing this tutorial

Getting Started
Introduction and Getting Set Up 14m 30s
[Activity] Create a Histogram of Real Movie Ratings with Spark! 12m 57s

Scala Crash Course
[Activity] Scala Basics, Part 1 12m 52s
[Exercise] Scala Basics, Part 2 09m 41s
[Exercise] Flow Control in Scala 07m 18s
[Exercise] Functions in Scala 08m 47s
[Exercise] Data Structures in Scala 16m 38s

Spark Basics and Simple Examples
Introduction to Spark 08m 40s
The Resilient Distributed Dataset 11m 04s
Ratings Histogram Walkthrough 07m 33s
Spark Internals 04m 42s
Key/Value RDDs and the Average Friends by Age example 12m 21s
[Activity] Running the Average Friends by Age Example 07m 58s
Filtering RDDs and the Minimum Temperature by Location Example 06m 43s
[Activity] Running the Minimum Temperature Example and Modifying It for Maximum Temperature 10m 10s
[Activity] Counting Word Occurrences Using flatmap() 08m 59s
[Activity] Improving the Word Count Script with Regular Expressions 06m 41s
[Activity] Sorting the Word Count Results 08m 10s
[Exercise] Finding the Total Amount Spent by Customer 03m 37s
[Exercise] Check your Results, and Sort Them by Total Amount Spent 04m 26s
Check Your Results and Implementation against Mine 03m 25s

Advanced Examples of Spark Programs
[Activity] Find the Most Popular Movie 04m 29s
[Activity] Use Broadcast Variables to Display Movie Names 08m 52s
[Activity] Find the Most Popular Superhero in a Social Graph 14m 10s
Superhero Degrees of Separation – Introducing Breadth-First Search 06m 52s
Superhero Degrees of Separation – Accumulators and Implementing BFS in Spark 05m 53s
Superhero Degrees of Separation – Review the Code, and Run It! 10m 41s
Item-Based Collaborative Filtering in Spark, cache(), and persist() 08m 16s
[Activity] Running the Similar Movies Script using Spark's Cluster Manager 14m 13s
[Exercise] Improve the Quality of Similar Movies 02m 41s

Running Spark on a Cluster
[Activity] Using spark-submit to Run Spark Driver Scripts 06m 58s
[Activity] Packaging Driver Scripts with SBT 14m 06s
Introducing Amazon Elastic MapReduce 07m 11s
Creating Similar Movies from One Million Ratings on EMR 12m 47s
Partitioning 05m 07s
Best Practices for Running on a Cluster 05m 31s
Troubleshooting and Managing Dependencies 09m 08s

SparkSQL, DataFrames, and DataSets
Introduction to SparkSQL 07m 08s
[Activity] Using SparkSQL 07m 01s
[Activity] Using DataFrames and DataSets 06m 38s
[Activity] Using DataSetsInstead of RDDs 07m 24s

Machine Learning with MLLib
Introducing MLLib 07m 38s
[Activity] Using MLLib to Produce Movie Recommendations 07m 22s
[Activity] Linear Regression with MLLib 11m 37s
[Activity] Using DataFrames with MLLib 10m 04s

Intro to Spark Streaming
Spark Streaming Overview 09m 53s
[Activity] Set Up a Twitter Developer Account, and Stream Tweets 12m 12s
Structured Streaming 04m 01s

Intro to GraphX
GraphX, Pregel, and breadth-first search with Pregel. 10m 38s
[Activity] Superhero Degrees of Separation using GraphX 08m 59s

You Made It! Where to Go from Here?
Learning More, and Career Tips 04m 15s

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