Udemy Taming Big Data with Apache Spark and Python - Hands On! 2020 En

1. 1. Getting Started with Spark/4. [Activity]Getting Set Up Installing Python, a JDK, Spark, and its Dependencies..mp4227.08MB
2. 1. Getting Started with Spark/2. How to Use This Course.mp411.35MB
3. 1. Getting Started with Spark/3. Udemy 101 Getting the Most From This Course.mp419.74MB
4. 1. Getting Started with Spark/1. Introduction.mp435.48MB
5. 1. Getting Started with Spark/5. [Activity] Installing the MovieLens Movie Rating Dataset.mp445.38MB
6. 1. Getting Started with Spark/6. [Activity] Run your first Spark program! Ratings histogram example..mp465.82MB
7. 2. Spark Basics and the RDD Interface/1. What's new in Spark 3.mp4151.64MB
8. 2. Spark Basics and the RDD Interface/2. Introduction to Spark.mp458.3MB
9. 2. Spark Basics and the RDD Interface/3. The Resilient Distributed Dataset (RDD).mp468.76MB
10. 2. Spark Basics and the RDD Interface/4. Ratings Histogram Walkthrough.mp483.05MB
11. 2. Spark Basics and the RDD Interface/5. KeyValue RDD's, and the Average Friends by Age Example.mp4110.31MB
12. 2. Spark Basics and the RDD Interface/6. [Activity] Running the Average Friends by Age Example.mp449.16MB
13. 2. Spark Basics and the RDD Interface/7. Filtering RDD's, and the Minimum Temperature by Location Example.mp454.45MB
14. 2. Spark Basics and the RDD Interface/8. [Activity]Running the Minimum Temperature Example, and Modifying it for Maximums.mp456.24MB
15. 2. Spark Basics and the RDD Interface/9. [Activity] Running the Maximum Temperature by Location Example.mp437.29MB
16. 2. Spark Basics and the RDD Interface/10. [Activity] Counting Word Occurrences using flatmap().mp454.35MB
17. 2. Spark Basics and the RDD Interface/11. [Activity] Improving the Word Count Script with Regular Expressions.mp440.4MB
18. 2. Spark Basics and the RDD Interface/12. [Activity] Sorting the Word Count Results.mp457.54MB
19. 2. Spark Basics and the RDD Interface/13. [Exercise] Find the Total Amount Spent by Customer.mp431.22MB
20. 2. Spark Basics and the RDD Interface/14. [Excercise] Check your Results, and Now Sort them by Total Amount Spent..mp449.21MB
21. 2. Spark Basics and the RDD Interface/15. Check Your Sorted Implementation and Results Against Mine..mp424.7MB
22. 3. SparkSQL, DataFrames, and DataSets/1. Introducing SparkSQL.mp449.81MB
23. 3. SparkSQL, DataFrames, and DataSets/2. [Activity] Executing SQL commands and SQL-style functions on a DataFrame.mp467.08MB
24. 3. SparkSQL, DataFrames, and DataSets/3. Using DataFrames instead of RDD's.mp460.26MB
25. 3. SparkSQL, DataFrames, and DataSets/4. [Exercise] Friends by Age, with DataFrames.mp47.8MB
26. 3. SparkSQL, DataFrames, and DataSets/5. Exercise Solution Friends by Age, with DataFrames.mp471.61MB
27. 3. SparkSQL, DataFrames, and DataSets/6. [Activity] Word Count, with DataFrames.mp463.24MB
28. 3. SparkSQL, DataFrames, and DataSets/7. [Activity] Minimum Temperature, with DataFrames (using a custom schema).mp493.63MB
29. 3. SparkSQL, DataFrames, and DataSets/8. [Exercise] Implement Total Spent by Customer with DataFrames.mp49.32MB
30. 3. SparkSQL, DataFrames, and DataSets/9. Exercise Solution Total Spent by Customer, with DataFrames.mp432.41MB
31. 4. Advanced Examples of Spark Programs/1. [Activity] Find the Most Popular Movie.mp430.57MB
32. 4. Advanced Examples of Spark Programs/2. [Activity] Use Broadcast Variables to Display Movie Names Instead of ID Numbers.mp490.65MB
33. 4. Advanced Examples of Spark Programs/3. Find the Most Popular Superhero in a Social Graph.mp419.73MB
34. 4. Advanced Examples of Spark Programs/4. [Activity] Run the Script - Discover Who the Most Popular Superhero is!.mp487.61MB
35. 4. Advanced Examples of Spark Programs/5. [Exercise] Find the Most Obscure Superheroes.mp411.27MB
36. 4. Advanced Examples of Spark Programs/6. Exercise Solution Most Obscure Superheroes.mp441.46MB
37. 4. Advanced Examples of Spark Programs/7. Superhero Degrees of Separation Introducing Breadth-First Search.mp461.81MB
38. 4. Advanced Examples of Spark Programs/8. Superhero Degrees of Separation Accumulators, and Implementing BFS in Spark.mp447.88MB
39. 4. Advanced Examples of Spark Programs/9. [Activity] Superhero Degrees of Separation Review the Code and Run it.mp493.99MB
40. 4. Advanced Examples of Spark Programs/10. Item-Based Collaborative Filtering in Spark, cache(), and persist().mp434.35MB
41. 4. Advanced Examples of Spark Programs/11. [Activity] Running the Similar Movies Script using Spark's Cluster Manager.mp4138.2MB
42. 4. Advanced Examples of Spark Programs/12. [Exercise] Improve the Quality of Similar Movies.mp433.96MB
43. 5. Running Spark on a Cluster/1. Introducing Elastic MapReduce.mp448.01MB
44. 5. Running Spark on a Cluster/2. [Activity] Setting up your AWS Elastic MapReduce Account and Setting Up PuTTY.mp4112.66MB
45. 5. Running Spark on a Cluster/3. Partitioning.mp440.88MB
46. 5. Running Spark on a Cluster/4. Create Similar Movies from One Million Ratings - Part 1.mp451.1MB
47. 5. Running Spark on a Cluster/5. [Activity] Create Similar Movies from One Million Ratings - Part 2.mp4104.28MB
48. 5. Running Spark on a Cluster/6. Create Similar Movies from One Million Ratings - Part 3.mp450.6MB
49. 5. Running Spark on a Cluster/7. Troubleshooting Spark on a Cluster.mp437.49MB
50. 5. Running Spark on a Cluster/8. More Troubleshooting, and Managing Dependencies.mp454.73MB
51. 6. Machine Learning with Spark ML/1. Introducing MLLib.mp430.93MB
52. 6. Machine Learning with Spark ML/2. [Activity] Using Spark ML to Produce Movie Recommendations.mp4100.5MB
53. 6. Machine Learning with Spark ML/3. Analyzing the ALS Recommendations Results.mp430.03MB
54. 6. Machine Learning with Spark ML/4. [Activity] Linear Regression with Spark ML.mp4101.54MB
55. 6. Machine Learning with Spark ML/5. [Exercise] Using Decision Trees in Spark ML to Predict Real Estate Prices.mp434.2MB
56. 6. Machine Learning with Spark ML/6. Exercise Solution Decision Trees with Spark.mp459MB
57. 7. Spark Streaming, Structured Streaming, and GraphX/1. Spark Streaming.mp444.97MB
58. 7. Spark Streaming, Structured Streaming, and GraphX/2. [Activity] Structured Streaming in Python.mp480.99MB
59. 7. Spark Streaming, Structured Streaming, and GraphX/3. [Exercise] Use Windows with Structured Streaming to Track Most-Viewed URL's.mp431.44MB
60. 7. Spark Streaming, Structured Streaming, and GraphX/4. Exercise Solution Using Structured Streaming with Windows.mp466.63MB
61. 7. Spark Streaming, Structured Streaming, and GraphX/5. GraphX.mp412.05MB
62. 8. You Made It! Where to Go from Here/1. Learning More about Spark and Data Science.mp482.96MB