FreeTutorials Us scala-and-spark-for-big-data-and-machine-learning

1. 01 Course Introduction/001 Introduction.mp49.8MB
2. 01 Course Introduction/003 Scala and Spark Overview.mp421.68MB
3. 02 Scala IDE Options and Overview/004 ScalaIDE Overview.mp46.23MB
4. 03 Windows Scala and Spark Set-up and Installation/006 Windows Introduction.mp41.44MB
5. 03 Windows Scala and Spark Set-up and Installation/008 Windows Scala and Spark Installation.mp438.68MB
6. 03 Windows Scala and Spark Set-up and Installation/009 Atom Windows Installation.mp433.5MB
7. 04 Mac OS Setup and Installation/011 Mac OS Installation and Setup.mp432.98MB
8. 05 Linux Ubuntu Setup and Installation/012 Linux Ubuntu Setup and Installation.mp434.58MB
9. 06 Scala Programming Level One/013 Arithmetic and Numbers.mp413.66MB
10. 06 Scala Programming Level One/014 Values and Variables.mp414.2MB
11. 06 Scala Programming Level One/015 Booleans and Comparison Operators.mp44.15MB
12. 06 Scala Programming Level One/016 Strings and Basic Regex.mp423.55MB
13. 06 Scala Programming Level One/017 Tuples.mp44.68MB
14. 06 Scala Programming Level One/018 Scala Basics - Assessment Test Exercises.mp41.33MB
15. 06 Scala Programming Level One/020 Scala Basics - Assessment Test Solutions.mp411.08MB
16. 07 Collections/021 Intro to Collections.mp41.57MB
17. 07 Collections/022 Lists.mp415.88MB
18. 07 Collections/023 Arrays.mp47.18MB
19. 07 Collections/024 Sets.mp411.46MB
20. 07 Collections/025 Maps.mp413.45MB
21. 07 Collections/026 Collections - Assessment Test Exercise.mp41.15MB
22. 07 Collections/028 Collections Assessment Test - Solutions.mp411.91MB
23. 08 Scala Programming Level Two/029 Flow Control.mp416.29MB
24. 08 Scala Programming Level Two/030 For Loops.mp411.18MB
25. 08 Scala Programming Level Two/031 While Loops.mp411.26MB
26. 08 Scala Programming Level Two/032 Functions.mp423.83MB
27. 08 Scala Programming Level Two/033 Scala Programming Exercises.mp46.8MB
28. 08 Scala Programming Level Two/034 Scala Programming Exercises - Solutions.mp432.46MB
29. 09 Spark DataFrames with Scala/036 Introduction to Spark DataFrames.mp432.99MB
30. 09 Spark DataFrames with Scala/037 DataFrames Overview.mp441.07MB
31. 09 Spark DataFrames with Scala/038 Spark DataFrame Operations.mp458.52MB
32. 09 Spark DataFrames with Scala/039 GroupBy and Aggregate Functions.mp432.44MB
33. 09 Spark DataFrames with Scala/040 Missing data.mp429.47MB
34. 09 Spark DataFrames with Scala/041 Date and Timestamps.mp429.75MB
35. 09 Spark DataFrames with Scala/043 DataFrame Project Exercises.mp44.19MB
36. 09 Spark DataFrames with Scala/044 DataFrame Project - Solutions.mp447.14MB
37. 10 Introduction to Machine Learning/045 Introduction to Machine Learning.mp414.86MB
38. 10 Introduction to Machine Learning/046 Machine Learning with Spark.mp440.36MB
39. 10 Introduction to Machine Learning/047 IntelliJ IDEA Installation Overview.mp427.91MB
40. 11 Regression with Spark/048 Introduction to Linear Regression.mp413.52MB
41. 11 Regression with Spark/049 Introduction to Regression Section.mp42.56MB
42. 11 Regression with Spark/050 Linear Regression Documentation Example.mp427.86MB
43. 11 Regression with Spark/052 Linear Regression Walkthrough Part 1.mp445.47MB
44. 11 Regression with Spark/053 Linear Regression Walkthrough Part 2.mp420.54MB
45. 11 Regression with Spark/054 Linear Regression Exercise Project.mp46.93MB
46. 11 Regression with Spark/055 Linear Regression Project Solutions.mp447.04MB
47. 12 Classification with Spark/056 Introduction to Classification.mp424.43MB
48. 12 Classification with Spark/057 Classification Documentation Example.mp425.33MB
49. 12 Classification with Spark/058 Spark Classification - Logistic Regression Example - Part 1.mp449.98MB
50. 12 Classification with Spark/059 Spark Classification - Logistic Regression Example - Part 2.mp466.31MB
51. 12 Classification with Spark/060 Logistic Regression Project Exercise.mp46.29MB
52. 12 Classification with Spark/061 Classification Project Solutions.mp446.49MB
53. 13 Model Evaluation/062 Model Evaluation Overview.mp421.43MB
54. 13 Model Evaluation/063 Spark Model Evaluation - Documentation Example.mp464.21MB
55. 13 Model Evaluation/064 Spark - Model Evaluation - Regression Example.mp461.81MB
56. 14 Clustering with Spark/065 Introduction to Clustering with Spark.mp43.49MB
57. 14 Clustering with Spark/066 KMeans Theory Lecture.mp410.16MB
58. 14 Clustering with Spark/068 Example of KMeans with Spark.mp424MB
59. 14 Clustering with Spark/069 Clustering Project Exercise Overview.mp413.34MB
60. 14 Clustering with Spark/070 Clustering Project Exercises - Solutions.mp429.43MB
61. 15 PCA with Spark/071 PCA Theory Overview.mp46.71MB
62. 15 PCA with Spark/072 PCA with Spark - Documentation Example.mp414.45MB
63. 15 PCA with Spark/073 PCA with Spark - Project Exercise.mp410.17MB
64. 15 PCA with Spark/074 PCA Spark Exercise - Solutions.mp431.68MB
65. 16 DataBricks and Spark/075 Databricks Overview.mp462.44MB
66. 16 DataBricks and Spark/076 Introduction to Spark Recommendation Systems.mp48.99MB
67. 16 DataBricks and Spark/077 Spark Recommender System Implementation.mp433.58MB
68. 16 DataBricks and Spark/078 Zeppelin Notebooks on AWS Elastic MapReduce.mp467.19MB