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[FreeCourseLab.me] Udemy - Advanced Data Science Techniques in SPSS

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File Name

Size

01 Getting Started/001 Introduction.mp4

45.61MB

02 Advanced Linear Regression Techniques/002 Introduction to Stepwise Regression.mp4

10.28MB

02 Advanced Linear Regression Techniques/003 Our Practical Example.mp4

4.93MB

02 Advanced Linear Regression Techniques/004 Executing the Stepwise Regression Method.mp4

9.86MB

02 Advanced Linear Regression Techniques/005 Interpreting the Results of the Stepwise Method.mp4

24.7MB

02 Advanced Linear Regression Techniques/006 Executing the Forward Selection Regression.mp4

3.03MB

02 Advanced Linear Regression Techniques/007 Interpreting the Results of the Forward Selection Method.mp4

13.98MB

02 Advanced Linear Regression Techniques/008 Executing the Backward Selection Regression.mp4

3.21MB

02 Advanced Linear Regression Techniques/009 Interpreting the Results of the Backward Selection Method.mp4

13.27MB

02 Advanced Linear Regression Techniques/010 Comparing Nested Models Using the Remove Method.mp4

8.81MB

02 Advanced Linear Regression Techniques/011 Executing the Regression Analysis with the Remove Method.mp4

7.66MB

02 Advanced Linear Regression Techniques/012 Interpreting the Results of the Remove Method.mp4

9.15MB

03 Nonlinear Regression Analysis/013 Types of Nonlinear Functions.mp4

6.14MB

03 Nonlinear Regression Analysis/014 An Important Classification of the Nonlinear Relationships.mp4

9.39MB

03 Nonlinear Regression Analysis/015 Performing a Quadratic Regression in SPSS (1).mp4

18.61MB

03 Nonlinear Regression Analysis/016 Performing a Quadratic Regression in SPSS (2).mp4

13.05MB

03 Nonlinear Regression Analysis/017 Performing a Cubic Regression in SPSS (1).mp4

13.42MB

03 Nonlinear Regression Analysis/018 Performing a Cubic Regression in SPSS (2).mp4

7.62MB

03 Nonlinear Regression Analysis/019 Performing an Inverse Regression in SPSS (1).mp4

12.9MB

03 Nonlinear Regression Analysis/020 Performing an Inverse Regression in SPSS (2).mp4

6.35MB

03 Nonlinear Regression Analysis/021 Performing a Nonlinear Regression With an Exponential Relationship.mp4

10.22MB

03 Nonlinear Regression Analysis/022 Performing a Nonlinear Regression With a Logistic Relationship.mp4

10.39MB

04 K Nearest Neighbor in SPSS/023 Introduction to K Nearest Neighbor (KNN).mp4

7.44MB

04 K Nearest Neighbor in SPSS/024 Selecting the Optimal Number of Neighbors.mp4

8.51MB

04 K Nearest Neighbor in SPSS/025 Our Practical Example.mp4

5.93MB

04 K Nearest Neighbor in SPSS/026 Performing the KNN technique.mp4

13.83MB

04 K Nearest Neighbor in SPSS/027 Interpreting the results of the KNN analysis.mp4

28.97MB

04 K Nearest Neighbor in SPSS/028 Finding the Optimal Number of Neighbors with Cross-Validation.mp4

5.67MB

04 K Nearest Neighbor in SPSS/029 Interpreting the Cross-Validation Results.mp4

4.25MB

04 K Nearest Neighbor in SPSS/030 Using the KNN Model for Future Predictions.mp4

20.28MB

05 Introduction to Decision Trees/031 What Are Decision Trees.mp4

13.63MB

05 Introduction to Decision Trees/032 Binary Trees (CART).mp4

10.36MB

05 Introduction to Decision Trees/033 Non-Binary Trees (CHAID).mp4

9.08MB

05 Introduction to Decision Trees/034 Advantages and Disadvantages of Decision Trees.mp4

2.48MB

06 Growing Binary Trees (CART) in SPSS/035 Growing a Binary Regression Tree (CART).mp4

11.75MB

06 Growing Binary Trees (CART) in SPSS/036 Intepreting a Binary Regression Tree (1).mp4

18.83MB

06 Growing Binary Trees (CART) in SPSS/037 Intepreting a Binary Regression Tree (2).mp4

11.39MB

06 Growing Binary Trees (CART) in SPSS/038 Computing the R Squared.mp4

6.01MB

06 Growing Binary Trees (CART) in SPSS/039 Growing a CART Regression Tree with Cross-Validation.mp4

3.9MB

06 Growing Binary Trees (CART) in SPSS/040 Interpreting the Cross-Validation Results for a Regression Tree.mp4

5.78MB

06 Growing Binary Trees (CART) in SPSS/041 Growing a CART Classification Tree in SPSS.mp4

17.57MB

06 Growing Binary Trees (CART) in SPSS/042 Interpreting the CART Classification Tree.mp4

28.31MB

06 Growing Binary Trees (CART) in SPSS/043 Growing a CART Classification Tree with Cross-Validation.mp4

6.57MB

06 Growing Binary Trees (CART) in SPSS/044 Interpreting the Cross-Validation Results for a Classification Tree.mp4

9.76MB

06 Growing Binary Trees (CART) in SPSS/045 Using Binary Trees for Future Predictions.mp4

34.39MB

07 Growing Non-Binary Trees (CHAID) in SPSS/046 Building a CHAID Regression Tree.mp4

9.26MB

07 Growing Non-Binary Trees (CHAID) in SPSS/047 Interpreting a CHAID Regression Tree.mp4

20.78MB

07 Growing Non-Binary Trees (CHAID) in SPSS/048 Growing a CHAID Regression Tree with Cross-Validation.mp4

8.49MB

07 Growing Non-Binary Trees (CHAID) in SPSS/049 Building a CHAID Classification Tree.mp4

11.49MB

07 Growing Non-Binary Trees (CHAID) in SPSS/050 Interpreting a CHAID Classification Tree.mp4

20.11MB

07 Growing Non-Binary Trees (CHAID) in SPSS/051 Growing a CHAID Classification Tree with Cross-Validation.mp4

10.25MB

07 Growing Non-Binary Trees (CHAID) in SPSS/052 Using Non-Binary Trees for Future Predictions.mp4

20.42MB

08 Introduction to Neural Networks/053 The Architecture of an Artificial Neural Network.mp4

7.44MB

08 Introduction to Neural Networks/054 What Happens Inside of a Neuron.mp4

5.39MB

08 Introduction to Neural Networks/055 Activation Functions.mp4

5.98MB

08 Introduction to Neural Networks/056 Neural Network Learning Process.mp4

6.3MB

09 Training a Multilayer Perceptron (MLP) in SPSS/057 Building a Multilayer Perceptron.mp4

12MB

09 Training a Multilayer Perceptron (MLP) in SPSS/058 Interpreting the Multilayer Perceptron.mp4

19.53MB

09 Training a Multilayer Perceptron (MLP) in SPSS/059 Interpreting the ROC Curve.mp4

6.93MB

09 Training a Multilayer Perceptron (MLP) in SPSS/060 Using the Multilayer Perceptron for Future Predictions.mp4

11.9MB

10 Training a Radial Basis Function (RBF) Neural Network in SPSS/061 Building an RBF Neural Network.mp4

8.95MB

10 Training a Radial Basis Function (RBF) Neural Network in SPSS/062 Interpreting the RBF Network.mp4

10.41MB

10 Training a Radial Basis Function (RBF) Neural Network in SPSS/063 Using the RBF Network for Future Predictions.mp4

8.73MB

11 Two-Step Cluster Analysis/064 What is Two-Step Clustering.mp4

8.48MB

11 Two-Step Cluster Analysis/065 Executing the Two-Step Cluster Analysis.mp4

5.65MB

11 Two-Step Cluster Analysis/066 Interpreting the Output of the Two-Step Cluster Analysis (1).mp4

17.25MB

11 Two-Step Cluster Analysis/067 Interpreting the Output of the Two-Step Cluster Analysis (2).mp4

25.08MB

11 Two-Step Cluster Analysis/068 Examining the Evaluation Variables.mp4

8.57MB

11 Two-Step Cluster Analysis/069 Using Your Clustering Model for Future Predictions.mp4

11.82MB

12 Survival Analysis/070 What Is the Survival Analysis.mp4

10.03MB

12 Survival Analysis/071 Introduction to the Kaplan-Meier Method.mp4

4.47MB

12 Survival Analysis/072 Introduction to the Cox Regression.mp4

7.75MB

12 Survival Analysis/073 Our Practical Example.mp4

6.75MB

12 Survival Analysis/074 Executing the Kaplan-Meier Procedure.mp4

8.83MB

12 Survival Analysis/075 Interpreting the Results of the Kaplan-Meier Method (1).mp4

9.39MB

12 Survival Analysis/076 Interpreting the Results of the Kaplan-Meier Method (2).mp4

6.18MB

12 Survival Analysis/077 Executing the Cox Regression.mp4

15.76MB

12 Survival Analysis/078 Interpreting the Cox Regression.mp4

11.35MB

13 Practical Exercises/079 Practical Exercises for the Linear Regression.html

925B

13 Practical Exercises/080 Practical Exercises for the Nonlinear Regression.html

927B

13 Practical Exercises/081 Practical Exercises for the KNN Method.html

918B

13 Practical Exercises/082 Practical Exercises for the Regression Trees.html

924B

13 Practical Exercises/083 Practical Exercises for the Classification Trees.html

927B

13 Practical Exercises/084 Practical Exercises for the Neural Networks.html

923B

13 Practical Exercises/085 Practical Exercises for the Cluster Analysis.html

924B

13 Practical Exercises/086 Practical Exercises for the Survival Analysis.html

925B

13 Practical Exercises/attached files/079 Practice-01-linear-regression.pdf

75.87KB

13 Practical Exercises/attached files/080 Practice-02-nonlinear-regression.pdf

75.4KB

13 Practical Exercises/attached files/081 Practice-03-KNN.pdf

71.23KB

13 Practical Exercises/attached files/082 Practice-04-regression-trees.pdf

65.37KB

13 Practical Exercises/attached files/083 Practice-05-classification-trees.pdf

70.76KB

13 Practical Exercises/attached files/084 Practice-06-neural-networks.pdf

70.19KB

13 Practical Exercises/attached files/085 Practice-07-cluster.pdf

63.91KB

13 Practical Exercises/attached files/086 Practice-08-survival.pdf

68.02KB

14 Download Your Resources Here/087 Download Links.html

1.06KB

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