Predictive Modeling

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Follow the guided examples in these videos to learn how to:

• Create a Validation Column (JMP Pro)
• Fit a Multiple Linear Regression Model with Validation
• Fit a Logistic Model with Validation
• Change the Cutoff for Classification
• Create a Classification Tree
• Fit a Regression Tree
• Fit a Decision Tree with Validation
• Select variables using Bootstrap Forest
• Fit a Neural Network
• Fit a Neural Model with Two Layers
• Fit a Linear Model in Generalized Regression
• Select variables using Generalized Regression
• Fit a Penalized Regression (Lasso) Model
• Comparing and Selecting Predictive Models

Videos in this series from from Module 7 of Statistical Thinking for Industrial Problem Solving, a free online course.

Creating a Validation Column (JMP Pro) 

Fitting a Multiple Linear Regression Model with Validation 

Fitting a Logistic Model with Validation 

Changing the Cutoff for Classification 

Creating a Classification Tree 

Fitting a Regression Tree 

Fitting a Decision Tree with Validation 

Variable Selection with a Bootstrap Forest 

Fitting a Neural Network 

Fitting a Neural Model with Two Layers 

Fitting a Linear Model in Generalized Regression 

Variable Selection in Generalized Regression 

Fitting a Penalized Regression (Lasso) Model 

Comparing and Selecting Predictive Models