FreeCourseSite com Udemy Taming Big Data with Apache Spark and Python Hands On

/1. Getting Started with Spark/

1. Introduction.mp4

2. How to Use This Course.mp4

3. Warning about Java 9!.html

4. [Activity]Getting Set Up Installing Python, a JDK, Spark, and its Dependencies..mp4

4.1 Apache Spark.html

4.2 winutils.exe.html

4.3 GETTING STARTED - installation steps.html

4.4 Enthought Canopy.html

4.5 JDK.html

5. [Activity] Installing the MovieLens Movie Rating Dataset.mp4

6. [Activity] Run your first Spark program! Ratings histogram example..mp4

6.1 ratings-counter.py.py

/2. Spark Basics and Simple Examples/

1. Introduction to Spark.mp4

10. [Activity] Improving the Word Count Script with Regular Expressions.mp4

10.1 word-count-better.py.py

11. [Activity] Sorting the Word Count Results.mp4

11.1 word-count-better-sorted.py.py

12. Tally up amount spent by customer using Spark.html

13. Sort your results by amount spent per customer.html

2. The Resilient Distributed Dataset (RDD).mp4

3. Ratings Histogram Walkthrough.mp4

3.1 ratings-counter.py.py

4. KeyValue RDD's, and the Average Friends by Age Example.mp4

5. [Activity] Running the Average Friends by Age Example.mp4

5.1 fakefriends.csv.html

5.2 friends-by-age.py.py

6. Filtering RDD's, and the Minimum Temperature by Location Example.mp4

6.1 min-temperatures.py.py

6.2 1800.csv.html

7. [Activity]Running the Minimum Temperature Example, and Modifying it for Maximums.mp4

7.1 1800.csv.html

7.2 min-temperatures.py.py

8. [Activity] Running the Maximum Temperature by Location Example.mp4

8.1 max-temperatures.py.py

9. [Activity] Counting Word Occurrences using flatmap().mp4

9.1 word-count.py.py

9.2 Book.txt

/3. Advanced Examples of Spark Programs/

1. [Activity] Find the Most Popular Movie.mp4

1.1 popular-movies.py.py

10. [Exercise] Improve the Quality of Similar Movies.mp4

2. [Activity] Use Broadcast Variables to Display Movie Names Instead of ID Numbers.mp4

2.1 popular-movies-nicer.py.py

3. Find the Most Popular Superhero in a Social Graph.mp4

3.1 Marvel Names.txt

3.2 Marvel Graph.txt

3.3 most-popular-superhero.py.py

4. [Activity] Run the Script - Discover Who the Most Popular Superhero is!.mp4

4.1 Marvel Graph.txt

4.2 most-popular-superhero.py.py

4.3 Marvel Names.txt

5. Superhero Degrees of Separation Introducing Breadth-First Search.mp4

6. Superhero Degrees of Separation Accumulators, and Implementing BFS in Spark.mp4

7. [Activity] Superhero Degrees of Separation Review the Code and Run it.mp4

7.1 degrees-of-separation.py.py

8. Item-Based Collaborative Filtering in Spark, cache(), and persist().mp4

9. [Activity] Running the Similar Movies Script using Spark's Cluster Manager.mp4

9.1 movie-similarities.py.py

/4. Running Spark on a Cluster/

1. Introducing Elastic MapReduce.mp4

2. [Activity] Setting up your AWS Elastic MapReduce Account and Setting Up PuTTY.mp4

3. Partitioning.mp4

4. Create Similar Movies from One Million Ratings - Part 1.mp4

4.1 movie-similarities-1m.py.py

5. [Activity] Create Similar Movies from One Million Ratings - Part 2.mp4

6. Create Similar Movies from One Million Ratings - Part 3.mp4

7. Troubleshooting Spark on a Cluster.mp4

8. More Troubleshooting, and Managing Dependencies.mp4

/5. SparkSQL, DataFrames, and DataSets/

1. Introducing SparkSQL.mp4

2. Executing SQL commands and SQL-style functions on a DataFrame.mp4

2.1 spark-sql.py.py

3. Using DataFrames instead of RDD's.mp4

3.1 popular-movies-dataframe.py.py

/6. Other Spark Technologies and Libraries/

1. Introducing MLLib.mp4

2. [Activity] Using MLLib to Produce Movie Recommendations.mp4

2.1 movie-recommendations-als.py.py

3. Analyzing the ALS Recommendations Results.mp4

4. Using DataFrames with MLLib.mp4

4.1 spark-linear-regression.py.py

4.2 regression.txt.txt

5. Spark Streaming and GraphX.mp4

/7. You Made It! Where to Go from Here/

1. Learning More about Spark and Data Science.mp4

2. Bonus Lecture Discounts on my other courses!.mp4

2.1 My website!.html

2.2 Book version of this course at Amazon.html

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[FreeCourseSite.com].txt

[FreeCourseSite.com].url

[HaxTech.me].txt

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