What you'll learn
Mastering Muliple Regression - Including Linear and Polynominal Regression
Perform and interpret the results of Regression Analysis using Minitab
A practical view of the Regression modeling
Requirements
Some basic understanding of statistical concepts
You can download 30 days trial version of Minitab for practice from their website
Description
In this course, I will teach you one of the most commonly used analytical technique: Regression Analysis.
I will use Minitab 19 to perform the analysis. The focus of my teaching will be on explaining the concepts and on analyzing and interpreting the results of the analysis.
The following concepts are covered in this course:
Simple Linear Regression
Multiple Regression
Nonlinear Regression (Polynomial)
Bias Variance Trade-off
Selecting features using Best Subsets and Stepwise selection approaches
Identifying Outliers
Training and Test Data - Validation set approach, Leave one out cross-validation and K-Fold Validation.
Predicting Response
Project Work - Medical Insurance Charges
Who this course is for:
Six Sigma professionals who want to take their understanding of Regression Analysis to the next level
Anyone who wants to get a more in-depth insight into interpreting the Regression results

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