01. Getting Started

  1. Tip Apply for a Twitter Developer Account now!.html

  2. Udemy 101 Getting the Most From This Course.vtt

  4. Introduction, and Getting Set Up.mp4

  4.1 Scala IDE download site.html

  4.3 Spark download site.html

  4.5 winutils.exe.html

  5. [Activity] Create a Histogram of Real Movie Ratings with Spark!.vtt

  5.2 MovieLens data set.html

 udemycoursedownloader.com.url

 02. Scala Crash Course [Optional]

  1. [Activity] Scala Basics, Part 1.vtt

  2. [Exercise] Scala Basics, Part 2.mp4

  3. [Exercise] Flow Control in Scala.mp4

  3.1 LearningScala2.sc.html

  4. [Exercise] Functions in Scala.vtt

  5. [Exercise] Data Structures in Scala.mp4

  5.1 LearningScala4.sc.html

 03. Spark Basics and Simple Examples

  1. Introduction to Spark.vtt

  2. The Resilient Distributed Dataset.vtt

  3. Ratings Histogram Walkthrough.vtt

  4. Spark Internals.vtt

  5. Key Value RDD's, and the Average Friends by Age example.vtt

  6. [Activity] Running the Average Friends by Age Example.vtt

  7. Filtering RDD's, and the Minimum Temperature by Location Example.vtt

  8. [Activity] Running the Minimum Temperature Example, and Modifying it for Maximum.vtt

  9. [Activity] Counting Word Occurrences using Flatmap().vtt

  10. [Activity] Improving the Word Count Script with Regular Expressions.vtt

  11. [Activity] Sorting the Word Count Results.vtt

  12. [Exercise] Find the Total Amount Spent by Customer.vtt

  13. [Exercise] Check your Results, and Sort Them by Total Amount Spent.vtt

  14. Check Your Results and Implementation Against Mine.vtt

 04. Advanced Examples of Spark Programs

  1. [Activity] Find the Most Popular Movie.vtt

  2. [Activity] Use Broadcast Variables to Display Movie Names.vtt

  3. [Activity] Find the Most Popular Superhero in a Social Graph.vtt

  4. Superhero Degrees of Separation Introducing Breadth-First Search.vtt

  5. Superhero Degrees of Separation Accumulators, and Implementing BFS in Spark.vtt

  6. Superhero Degrees of Separation Review the code, and run it!.vtt

  7. Item-Based Collaborative Filtering in Spark, cache(), and persist().vtt

  8. [Activity] Running the Similar Movies Script using Spark's Cluster Manager.vtt

  9. [Exercise] Improve the Quality of Similar Movies.vtt

 05. Running Spark on a Cluster

  1. [Activity] Using spark-submit to run Spark driver scripts.vtt

  2. [Activity] Packaging driver scripts with SBT.vtt

  3. Introducing Amazon Elastic MapReduce.vtt

  4. Creating Similar Movies from One Million Ratings on EMR.vtt

  5. Partitioning.mp4

  6. Best Practices for Running on a Cluster.mp4

  7. Troubleshooting, and Managing Dependencies.mp4

 06. SparkSQL, DataFrames, and DataSets

  1. Introduction to SparkSQL.vtt

  2. [Activity] Using SparkSQL.vtt

  3. [Activity] Using DataFrames and DataSets.vtt

  4. [Activity] Using DataSets instead of RDD's.vtt

 07. Machine Learning with MLLib

  1. Introducing MLLib.vtt

  2. [Activity] Using MLLib to Produce Movie Recommendations.vtt

  3. [Activity] Linear Regression with MLLib.vtt

  4. [Activity] Using DataFrames with MLLib.vtt

 08. Intro to Spark Streaming

  1. Spark Streaming Overview.vtt

  2. [Activity] Set up a Twitter Developer Account, and Stream Tweets.vtt

  3. Structured Streaming.mp4

 09. Intro to GraphX

  1. GraphX, Pregel, and Breadth-First-Search with Pregel..vtt

  2. [Activity] Superhero Degrees of Separation using GraphX.vtt

 10. You Made It! Where to Go from Here

  1. Learning More, and Career Tips.vtt

  2. Bonus Lecture Discounts on my other Big Data Data Science Courses..mp4

  2.1 My website!.html