FreeCourseLab com Udemy - Scala and Spark for Big Data and Machine Learning

1. 1. Course Introduction/1. Introduction.mp48.56MB
2. 1. Course Introduction/3. Scala and Spark Overview.mp419.3MB
3. 10. Introduction to Machine Learning/1. Introduction to Machine Learning.mp412.85MB
4. 10. Introduction to Machine Learning/2. Machine Learning with Spark.mp432.43MB
5. 10. Introduction to Machine Learning/3. IntelliJ IDEA Installation Overview.mp423.61MB
6. 11. Regression with Spark/1. Introduction to Linear Regression.mp411.73MB
7. 11. Regression with Spark/2. Introduction to Regression Section.mp42.24MB
8. 11. Regression with Spark/3. Linear Regression Documentation Example.mp423.9MB
9. 11. Regression with Spark/5. Linear Regression Walkthrough Part 1.mp439.63MB
10. 11. Regression with Spark/6. Linear Regression Walkthrough Part 2.mp417.48MB
11. 11. Regression with Spark/7. Linear Regression Exercise Project.mp46.35MB
12. 11. Regression with Spark/8. Linear Regression Project Solutions.mp440.75MB
13. 12. Classification with Spark/1. Introduction to Classification.mp422.06MB
14. 12. Classification with Spark/2. Classification Documentation Example.mp421.38MB
15. 12. Classification with Spark/3. Spark Classification - Logistic Regression Example - Part 1.mp442.89MB
16. 12. Classification with Spark/4. Spark Classification - Logistic Regression Example - Part 2.mp456.1MB
17. 12. Classification with Spark/5. Logistic Regression Project Exercise.mp45.22MB
18. 12. Classification with Spark/6. Classification Project Solutions.mp440.07MB
19. 13. Model Evaluation/1. Model Evaluation Overview.mp418.94MB
20. 13. Model Evaluation/2. Spark Model Evaluation - Documentation Example.mp453.39MB
21. 13. Model Evaluation/3. Spark - Model Evaluation - Regression Example.mp452.26MB
22. 14. Clustering with Spark/1. Introduction to Clustering with Spark.mp43.12MB
23. 14. Clustering with Spark/2. KMeans Theory Lecture.mp49.06MB
24. 14. Clustering with Spark/4. Example of KMeans with Spark.mp419.06MB
25. 14. Clustering with Spark/5. Clustering Project Exercise Overview.mp410.57MB
26. 14. Clustering with Spark/6. Clustering Project Exercises - Solutions.mp425.84MB
27. 15. PCA with Spark/1. PCA Theory Overview.mp45.89MB
28. 15. PCA with Spark/2. PCA with Spark - Documentation Example.mp412.51MB
29. 15. PCA with Spark/3. PCA with Spark - Project Exercise.mp48.65MB
30. 15. PCA with Spark/4. PCA Spark Exercise - Solutions.mp427.1MB
31. 16. DataBricks and Spark/1. Databricks Overview.mp447.96MB
32. 16. DataBricks and Spark/2. Introduction to Spark Recommendation Systems.mp47.71MB
33. 16. DataBricks and Spark/3. Spark Recommender System Implementation.mp428.19MB
34. 16. DataBricks and Spark/4. Zeppelin Notebooks on AWS Elastic MapReduce.mp452.33MB
35. 2. Scala IDE Options and Overview/1. ScalaIDE Overview.mp45.51MB
36. 3. Windows Scala and Spark Set-up and Installation/1. Windows Introduction.mp41.31MB
37. 3. Windows Scala and Spark Set-up and Installation/3. Windows Scala and Spark Installation.mp430.15MB
38. 3. Windows Scala and Spark Set-up and Installation/4. Atom Windows Installation.mp426.67MB
39. 4. Mac OS Setup and Installation/1. Mac OS Installation and Setup.mp424.01MB
40. 5. Linux (Ubuntu) Setup and Installation/1. Installing Scala and Spark on Linux (Ubuntu).mp428.89MB
41. 6. Scala Programming Level One/1. Arithmetic and Numbers.mp412.22MB
42. 6. Scala Programming Level One/2. Values and Variables.mp413.06MB
43. 6. Scala Programming Level One/3. Booleans and Comparison Operators.mp43.75MB
44. 6. Scala Programming Level One/4. Strings and Basic Regex.mp421.64MB
45. 6. Scala Programming Level One/5. Tuples.mp44.28MB
46. 6. Scala Programming Level One/6. Scala Basics - Assessment Test Exercises.mp41.17MB
47. 6. Scala Programming Level One/8. Scala Basics - Assessment Test Solutions.mp410.05MB
48. 7. Collections/1. Intro to Collections.mp41.4MB
49. 7. Collections/2. Lists.mp414.45MB
50. 7. Collections/3. Arrays.mp46.49MB
51. 7. Collections/4. Sets.mp410.3MB
52. 7. Collections/5. Maps.mp412.18MB
53. 7. Collections/6. Collections - Assessment Test Exercise.mp41.01MB
54. 7. Collections/8. Collections Assessment Test - Solutions.mp410.63MB
55. 8. Scala Programming Level Two/1. Flow Control.mp414.78MB
56. 8. Scala Programming Level Two/2. For Loops.mp410.11MB
57. 8. Scala Programming Level Two/3. While Loops.mp410.2MB
58. 8. Scala Programming Level Two/4. Functions.mp421.69MB
59. 8. Scala Programming Level Two/5. Scala Programming Exercises.mp45.66MB
60. 8. Scala Programming Level Two/6. Scala Programming Exercises - Solutions.mp429.05MB
61. 9. Spark DataFrames with Scala/10. DataFrame Project - Solutions.mp441.43MB
62. 9. Spark DataFrames with Scala/2. Introduction to Spark DataFrames.mp425.69MB
63. 9. Spark DataFrames with Scala/3. DataFrames Overview.mp435.93MB
64. 9. Spark DataFrames with Scala/4. Spark DataFrame Operations.mp449.47MB
65. 9. Spark DataFrames with Scala/5. GroupBy and Aggregate Functions.mp429.26MB
66. 9. Spark DataFrames with Scala/6. Missing data.mp426.03MB
67. 9. Spark DataFrames with Scala/7. Date and Timestamps.mp425.47MB
68. 9. Spark DataFrames with Scala/9. DataFrame Project Exercises.mp43.62MB