GigaCourse com Udemy - Advanced Data Science Techniques in SPSS

1. 01 Getting Started/001 Introduction.mp445.61MB
2. 02 Advanced Linear Regression Techniques/002 Introduction to Stepwise Regression.mp410.28MB
3. 02 Advanced Linear Regression Techniques/003 Our Practical Example.mp44.93MB
4. 02 Advanced Linear Regression Techniques/004 Executing the Stepwise Regression Method.mp49.86MB
5. 02 Advanced Linear Regression Techniques/005 Interpreting the Results of the Stepwise Method.mp424.7MB
6. 02 Advanced Linear Regression Techniques/006 Executing the Forward Selection Regression.mp43.03MB
7. 02 Advanced Linear Regression Techniques/007 Interpreting the Results of the Forward Selection Method.mp413.98MB
8. 02 Advanced Linear Regression Techniques/008 Executing the Backward Selection Regression.mp43.21MB
9. 02 Advanced Linear Regression Techniques/009 Interpreting the Results of the Backward Selection Method.mp413.27MB
10. 02 Advanced Linear Regression Techniques/010 Comparing Nested Models Using the Remove Method.mp48.81MB
11. 02 Advanced Linear Regression Techniques/011 Executing the Regression Analysis with the Remove Method.mp47.66MB
12. 02 Advanced Linear Regression Techniques/012 Interpreting the Results of the Remove Method.mp49.15MB
13. 03 Nonlinear Regression Analysis/013 Types of Nonlinear Functions.mp46.14MB
14. 03 Nonlinear Regression Analysis/014 An Important Classification of the Nonlinear Relationships.mp49.39MB
15. 03 Nonlinear Regression Analysis/015 Performing a Quadratic Regression in SPSS (1).mp418.61MB
16. 03 Nonlinear Regression Analysis/016 Performing a Quadratic Regression in SPSS (2).mp413.05MB
17. 03 Nonlinear Regression Analysis/017 Performing a Cubic Regression in SPSS (1).mp413.42MB
18. 03 Nonlinear Regression Analysis/018 Performing a Cubic Regression in SPSS (2).mp47.62MB
19. 03 Nonlinear Regression Analysis/019 Performing an Inverse Regression in SPSS (1).mp412.9MB
20. 03 Nonlinear Regression Analysis/020 Performing an Inverse Regression in SPSS (2).mp46.35MB
21. 03 Nonlinear Regression Analysis/021 Performing a Nonlinear Regression With an Exponential Relationship.mp410.22MB
22. 03 Nonlinear Regression Analysis/022 Performing a Nonlinear Regression With a Logistic Relationship.mp410.39MB
23. 04 K Nearest Neighbor in SPSS/023 Introduction to K Nearest Neighbor (KNN).mp47.44MB
24. 04 K Nearest Neighbor in SPSS/024 Selecting the Optimal Number of Neighbors.mp48.51MB
25. 04 K Nearest Neighbor in SPSS/025 Our Practical Example.mp45.93MB
26. 04 K Nearest Neighbor in SPSS/026 Performing the KNN technique.mp413.83MB
27. 04 K Nearest Neighbor in SPSS/027 Interpreting the results of the KNN analysis.mp428.97MB
28. 04 K Nearest Neighbor in SPSS/028 Finding the Optimal Number of Neighbors with Cross-Validation.mp45.67MB
29. 04 K Nearest Neighbor in SPSS/029 Interpreting the Cross-Validation Results.mp44.25MB
30. 04 K Nearest Neighbor in SPSS/030 Using the KNN Model for Future Predictions.mp420.28MB
31. 05 Introduction to Decision Trees/031 What Are Decision Trees.mp413.63MB
32. 05 Introduction to Decision Trees/032 Binary Trees (CART).mp410.36MB
33. 05 Introduction to Decision Trees/033 Non-Binary Trees (CHAID).mp49.08MB
34. 05 Introduction to Decision Trees/034 Advantages and Disadvantages of Decision Trees.mp42.48MB
35. 06 Growing Binary Trees (CART) in SPSS/035 Growing a Binary Regression Tree (CART).mp411.75MB
36. 06 Growing Binary Trees (CART) in SPSS/036 Intepreting a Binary Regression Tree (1).mp418.83MB
37. 06 Growing Binary Trees (CART) in SPSS/037 Intepreting a Binary Regression Tree (2).mp411.39MB
38. 06 Growing Binary Trees (CART) in SPSS/038 Computing the R Squared.mp46.01MB
39. 06 Growing Binary Trees (CART) in SPSS/039 Growing a CART Regression Tree with Cross-Validation.mp43.9MB
40. 06 Growing Binary Trees (CART) in SPSS/040 Interpreting the Cross-Validation Results for a Regression Tree.mp45.78MB
41. 06 Growing Binary Trees (CART) in SPSS/041 Growing a CART Classification Tree in SPSS.mp417.57MB
42. 06 Growing Binary Trees (CART) in SPSS/042 Interpreting the CART Classification Tree.mp428.31MB
43. 06 Growing Binary Trees (CART) in SPSS/043 Growing a CART Classification Tree with Cross-Validation.mp46.57MB
44. 06 Growing Binary Trees (CART) in SPSS/044 Interpreting the Cross-Validation Results for a Classification Tree.mp49.76MB
45. 06 Growing Binary Trees (CART) in SPSS/045 Using Binary Trees for Future Predictions.mp434.39MB
46. 07 Growing Non-Binary Trees (CHAID) in SPSS/046 Building a CHAID Regression Tree.mp49.26MB
47. 07 Growing Non-Binary Trees (CHAID) in SPSS/047 Interpreting a CHAID Regression Tree.mp420.78MB
48. 07 Growing Non-Binary Trees (CHAID) in SPSS/048 Growing a CHAID Regression Tree with Cross-Validation.mp48.49MB
49. 07 Growing Non-Binary Trees (CHAID) in SPSS/049 Building a CHAID Classification Tree.mp411.49MB
50. 07 Growing Non-Binary Trees (CHAID) in SPSS/050 Interpreting a CHAID Classification Tree.mp420.11MB
51. 07 Growing Non-Binary Trees (CHAID) in SPSS/051 Growing a CHAID Classification Tree with Cross-Validation.mp410.25MB
52. 07 Growing Non-Binary Trees (CHAID) in SPSS/052 Using Non-Binary Trees for Future Predictions.mp420.42MB
53. 08 Introduction to Neural Networks/053 The Architecture of an Artificial Neural Network.mp47.44MB
54. 08 Introduction to Neural Networks/054 What Happens Inside of a Neuron.mp45.39MB
55. 08 Introduction to Neural Networks/055 Activation Functions.mp45.98MB
56. 08 Introduction to Neural Networks/056 Neural Network Learning Process.mp46.3MB
57. 09 Training a Multilayer Perceptron (MLP) in SPSS/057 Building a Multilayer Perceptron.mp412MB
58. 09 Training a Multilayer Perceptron (MLP) in SPSS/058 Interpreting the Multilayer Perceptron.mp419.53MB
59. 09 Training a Multilayer Perceptron (MLP) in SPSS/059 Interpreting the ROC Curve.mp46.93MB
60. 09 Training a Multilayer Perceptron (MLP) in SPSS/060 Using the Multilayer Perceptron for Future Predictions.mp411.9MB
61. 10 Training a Radial Basis Function (RBF) Neural Network in SPSS/061 Building an RBF Neural Network.mp48.95MB
62. 10 Training a Radial Basis Function (RBF) Neural Network in SPSS/062 Interpreting the RBF Network.mp410.41MB
63. 10 Training a Radial Basis Function (RBF) Neural Network in SPSS/063 Using the RBF Network for Future Predictions.mp48.73MB
64. 11 Two-Step Cluster Analysis/064 What is Two-Step Clustering.mp48.48MB
65. 11 Two-Step Cluster Analysis/065 Executing the Two-Step Cluster Analysis.mp45.65MB
66. 11 Two-Step Cluster Analysis/066 Interpreting the Output of the Two-Step Cluster Analysis (1).mp417.25MB
67. 11 Two-Step Cluster Analysis/067 Interpreting the Output of the Two-Step Cluster Analysis (2).mp425.08MB
68. 11 Two-Step Cluster Analysis/068 Examining the Evaluation Variables.mp48.57MB
69. 11 Two-Step Cluster Analysis/069 Using Your Clustering Model for Future Predictions.mp411.82MB
70. 12 Survival Analysis/070 What Is the Survival Analysis.mp410.03MB
71. 12 Survival Analysis/071 Introduction to the Kaplan-Meier Method.mp44.47MB
72. 12 Survival Analysis/072 Introduction to the Cox Regression.mp47.75MB
73. 12 Survival Analysis/073 Our Practical Example.mp46.75MB
74. 12 Survival Analysis/074 Executing the Kaplan-Meier Procedure.mp48.83MB
75. 12 Survival Analysis/075 Interpreting the Results of the Kaplan-Meier Method (1).mp49.39MB
76. 12 Survival Analysis/076 Interpreting the Results of the Kaplan-Meier Method (2).mp46.18MB
77. 12 Survival Analysis/077 Executing the Cox Regression.mp415.76MB
78. 12 Survival Analysis/078 Interpreting the Cox Regression.mp411.35MB