Mastering Multiple Regression with Minitab: A Deep Dive
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
Course content
- Preview06:57
- 07:38Understanding Scatter Plot
- 03:44[Minitab] Plotting Scatter and Matrix Plots
- 03:47Correlation Coefficient
- Preview06:03
- 04:58The R Value
- 04:43The R-Squared Value (Coefficient of Determination)
- 09:51Hypothesis Testing - Introduction
- 06:36Type I and Type II Errors
- 06:28The p-Value
- 10:12Regression Line
- 04:16Residuals
- 04:31The p-Value and VIF
- 04:39The S-Value, Confidence and Prediction Intervals
- 06:08R-Squared
- 8 questionsQuiz: Simple Linear Regression
Instructor
![Sandeep Kumar ](data:image/svg+xml,%3Csvg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64"%3E%3C/svg%3E){kind=avatar}
- 4.5 Instructor Rating
- 25,762 Reviews
- 92,296 Students
- 20 Courses
PMI-PMP, IRCA Registered Lead Auditor, ASQ - CSSBB, CQA, CQE, CMQ/OE, IIA - CIA
Sandeep Kumar has more than 35 years of Quality Management experience. He has worked as Quality Manager/Director on a number of projects, including Power, Oil and Gas and Infrastructure projects.
In addition, he provides consulting services to implement Lean Six Sigma to improve performance.
His areas of specializations include Quality Assurance, ISO 9001:2015, Lean, Six Sigma, Risk Management, QMS Audits, Supplier Quality Surveillance, Supplier Pre-qualification, Construction Quality, Mechanical Inspection and Quality Training.
Professional Qualifications:
His professional qualification/certifications include:
• ASQ-CSSBB, Certified Six Sigma Black Belt
• ASQ-CMQ/OE Certified Manager of Quality/Organizational Excellence
• PMI-PMP Certified Project Management Professional
• IRCA Registered Lead Auditor (QMS-2015)
• IIA-CIA Certified Internal Auditor
• ASQ-CSSGB, Certified Six Sigma Green Belt
• ASQ-CQA Certified Quality Auditor
• ASQ-CQE Certified Quality Engineer