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01 Getting Started/001 Introduction.mp4 45.61 MB
02 Advanced Linear Regression Techniques/002 Introduction to Stepwise Regression.mp4 10.28 MB
02 Advanced Linear Regression Techniques/003 Our Practical Example.mp4 4.93 MB
02 Advanced Linear Regression Techniques/004 Executing the Stepwise Regression Method.mp4 9.86 MB
02 Advanced Linear Regression Techniques/005 Interpreting the Results of the Stepwise Method.mp4 24.7 MB
02 Advanced Linear Regression Techniques/006 Executing the Forward Selection Regression.mp4 3.03 MB
02 Advanced Linear Regression Techniques/007 Interpreting the Results of the Forward Selection Method.mp4 13.98 MB
02 Advanced Linear Regression Techniques/008 Executing the Backward Selection Regression.mp4 3.21 MB
02 Advanced Linear Regression Techniques/009 Interpreting the Results of the Backward Selection Method.mp4 13.27 MB
02 Advanced Linear Regression Techniques/010 Comparing Nested Models Using the Remove Method.mp4 8.81 MB
02 Advanced Linear Regression Techniques/011 Executing the Regression Analysis with the Remove Method.mp4 7.66 MB
02 Advanced Linear Regression Techniques/012 Interpreting the Results of the Remove Method.mp4 9.15 MB
03 Nonlinear Regression Analysis/013 Types of Nonlinear Functions.mp4 6.14 MB
03 Nonlinear Regression Analysis/014 An Important Classification of the Nonlinear Relationships.mp4 9.39 MB
03 Nonlinear Regression Analysis/015 Performing a Quadratic Regression in SPSS (1).mp4 18.61 MB
03 Nonlinear Regression Analysis/016 Performing a Quadratic Regression in SPSS (2).mp4 13.05 MB
03 Nonlinear Regression Analysis/017 Performing a Cubic Regression in SPSS (1).mp4 13.42 MB
03 Nonlinear Regression Analysis/018 Performing a Cubic Regression in SPSS (2).mp4 7.62 MB
03 Nonlinear Regression Analysis/019 Performing an Inverse Regression in SPSS (1).mp4 12.9 MB
03 Nonlinear Regression Analysis/020 Performing an Inverse Regression in SPSS (2).mp4 6.35 MB
03 Nonlinear Regression Analysis/021 Performing a Nonlinear Regression With an Exponential Relationship.mp4 10.22 MB
03 Nonlinear Regression Analysis/022 Performing a Nonlinear Regression With a Logistic Relationship.mp4 10.39 MB
04 K Nearest Neighbor in SPSS/023 Introduction to K Nearest Neighbor (KNN).mp4 7.44 MB
04 K Nearest Neighbor in SPSS/024 Selecting the Optimal Number of Neighbors.mp4 8.51 MB
04 K Nearest Neighbor in SPSS/025 Our Practical Example.mp4 5.93 MB
04 K Nearest Neighbor in SPSS/026 Performing the KNN technique.mp4 13.83 MB
04 K Nearest Neighbor in SPSS/027 Interpreting the results of the KNN analysis.mp4 28.97 MB
04 K Nearest Neighbor in SPSS/028 Finding the Optimal Number of Neighbors with Cross-Validation.mp4 5.67 MB
04 K Nearest Neighbor in SPSS/029 Interpreting the Cross-Validation Results.mp4 4.25 MB
04 K Nearest Neighbor in SPSS/030 Using the KNN Model for Future Predictions.mp4 20.28 MB
05 Introduction to Decision Trees/031 What Are Decision Trees.mp4 13.63 MB
05 Introduction to Decision Trees/032 Binary Trees (CART).mp4 10.36 MB
05 Introduction to Decision Trees/033 Non-Binary Trees (CHAID).mp4 9.08 MB
05 Introduction to Decision Trees/034 Advantages and Disadvantages of Decision Trees.mp4 2.48 MB
06 Growing Binary Trees (CART) in SPSS/035 Growing a Binary Regression Tree (CART).mp4 11.75 MB
06 Growing Binary Trees (CART) in SPSS/036 Intepreting a Binary Regression Tree (1).mp4 18.83 MB
06 Growing Binary Trees (CART) in SPSS/037 Intepreting a Binary Regression Tree (2).mp4 11.39 MB
06 Growing Binary Trees (CART) in SPSS/038 Computing the R Squared.mp4 6.01 MB
06 Growing Binary Trees (CART) in SPSS/039 Growing a CART Regression Tree with Cross-Validation.mp4 3.9 MB
06 Growing Binary Trees (CART) in SPSS/040 Interpreting the Cross-Validation Results for a Regression Tree.mp4 5.78 MB
06 Growing Binary Trees (CART) in SPSS/041 Growing a CART Classification Tree in SPSS.mp4 17.57 MB
06 Growing Binary Trees (CART) in SPSS/042 Interpreting the CART Classification Tree.mp4 28.31 MB
06 Growing Binary Trees (CART) in SPSS/043 Growing a CART Classification Tree with Cross-Validation.mp4 6.57 MB
06 Growing Binary Trees (CART) in SPSS/044 Interpreting the Cross-Validation Results for a Classification Tree.mp4 9.76 MB
06 Growing Binary Trees (CART) in SPSS/045 Using Binary Trees for Future Predictions.mp4 34.39 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/046 Building a CHAID Regression Tree.mp4 9.26 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/047 Interpreting a CHAID Regression Tree.mp4 20.78 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/048 Growing a CHAID Regression Tree with Cross-Validation.mp4 8.49 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/049 Building a CHAID Classification Tree.mp4 11.49 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/050 Interpreting a CHAID Classification Tree.mp4 20.11 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/051 Growing a CHAID Classification Tree with Cross-Validation.mp4 10.25 MB
07 Growing Non-Binary Trees (CHAID) in SPSS/052 Using Non-Binary Trees for Future Predictions.mp4 20.42 MB
08 Introduction to Neural Networks/053 The Architecture of an Artificial Neural Network.mp4 7.44 MB
08 Introduction to Neural Networks/054 What Happens Inside of a Neuron.mp4 5.39 MB
08 Introduction to Neural Networks/055 Activation Functions.mp4 5.98 MB
08 Introduction to Neural Networks/056 Neural Network Learning Process.mp4 6.3 MB
09 Training a Multilayer Perceptron (MLP) in SPSS/057 Building a Multilayer Perceptron.mp4 12 MB
09 Training a Multilayer Perceptron (MLP) in SPSS/058 Interpreting the Multilayer Perceptron.mp4 19.53 MB
09 Training a Multilayer Perceptron (MLP) in SPSS/059 Interpreting the ROC Curve.mp4 6.93 MB
09 Training a Multilayer Perceptron (MLP) in SPSS/060 Using the Multilayer Perceptron for Future Predictions.mp4 11.9 MB
10 Training a Radial Basis Function (RBF) Neural Network in SPSS/061 Building an RBF Neural Network.mp4 8.95 MB
10 Training a Radial Basis Function (RBF) Neural Network in SPSS/062 Interpreting the RBF Network.mp4 10.41 MB
10 Training a Radial Basis Function (RBF) Neural Network in SPSS/063 Using the RBF Network for Future Predictions.mp4 8.73 MB
11 Two-Step Cluster Analysis/064 What is Two-Step Clustering.mp4 8.48 MB
11 Two-Step Cluster Analysis/065 Executing the Two-Step Cluster Analysis.mp4 5.65 MB
11 Two-Step Cluster Analysis/066 Interpreting the Output of the Two-Step Cluster Analysis (1).mp4 17.25 MB
11 Two-Step Cluster Analysis/067 Interpreting the Output of the Two-Step Cluster Analysis (2).mp4 25.08 MB
11 Two-Step Cluster Analysis/068 Examining the Evaluation Variables.mp4 8.57 MB
11 Two-Step Cluster Analysis/069 Using Your Clustering Model for Future Predictions.mp4 11.82 MB
12 Survival Analysis/070 What Is the Survival Analysis.mp4 10.03 MB
12 Survival Analysis/071 Introduction to the Kaplan-Meier Method.mp4 4.47 MB
12 Survival Analysis/072 Introduction to the Cox Regression.mp4 7.75 MB
12 Survival Analysis/073 Our Practical Example.mp4 6.75 MB
12 Survival Analysis/074 Executing the Kaplan-Meier Procedure.mp4 8.83 MB
12 Survival Analysis/075 Interpreting the Results of the Kaplan-Meier Method (1).mp4 9.39 MB
12 Survival Analysis/076 Interpreting the Results of the Kaplan-Meier Method (2).mp4 6.18 MB
12 Survival Analysis/077 Executing the Cox Regression.mp4 15.76 MB
12 Survival Analysis/078 Interpreting the Cox Regression.mp4 11.35 MB
13 Practical Exercises/079 Practical Exercises for the Linear Regression.html 925 B
13 Practical Exercises/080 Practical Exercises for the Nonlinear Regression.html 927 B
13 Practical Exercises/081 Practical Exercises for the KNN Method.html 918 B
13 Practical Exercises/082 Practical Exercises for the Regression Trees.html 924 B
13 Practical Exercises/083 Practical Exercises for the Classification Trees.html 927 B
13 Practical Exercises/084 Practical Exercises for the Neural Networks.html 923 B
13 Practical Exercises/085 Practical Exercises for the Cluster Analysis.html 924 B
13 Practical Exercises/086 Practical Exercises for the Survival Analysis.html 925 B
13 Practical Exercises/attached files/079 Practice-01-linear-regression.pdf 75.87 KB
13 Practical Exercises/attached files/080 Practice-02-nonlinear-regression.pdf 75.4 KB
13 Practical Exercises/attached files/081 Practice-03-KNN.pdf 71.23 KB
13 Practical Exercises/attached files/082 Practice-04-regression-trees.pdf 65.37 KB
13 Practical Exercises/attached files/083 Practice-05-classification-trees.pdf 70.76 KB
13 Practical Exercises/attached files/084 Practice-06-neural-networks.pdf 70.19 KB
13 Practical Exercises/attached files/085 Practice-07-cluster.pdf 63.91 KB
13 Practical Exercises/attached files/086 Practice-08-survival.pdf 68.02 KB
14 Download Your Resources Here/087 Download Links.html 1.06 KB
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