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Udemy

Six Sigma Black Belt Level Regression Analysis

via Udemy

Overview

Get ready for ASQ & IASSC Six Sigma Black Belt Certification BoK Topic | Get a Primer on Predictive Modeling

What you'll learn:
  • Build Predictive Models based on Multiple Linear and Logistic Regression
  • Analyze and Interpret results of Regression Models

If you are a Six Sigma Black Belt Aspirant or simply a Six Sigma Aspirant, you will find this course of real help. Here's why: Regression Analysis is a topic of importance in ASQ and IASSC Certification Tests. With this course, you will beable to answer quite a few questions and easily add few marks. That's guaranteed!

If you a machine learning enthusiast, then you already know that one of the foundation pillars of Machine Learning & Predictive Modeling is Statistical Modeling (& Regression Analysis). If you don't have a formal education in statistics or modeling, but have a strong programming background, this course will serve as a primer, explaining the concepts, (without coding).

Of course, in Machine Learning there are other models & algorithms that is not in the scope of this course.

What are you going to get:

  • Correlation & Scatter Diagram
  • Single Linear Regression using Line of Best Fit
  • Multiple Linear Regression with Best sub-set method
  • Residual Analysis
  • Various Statistics : R-sq, R-sq(Adj), R-sq(Pred), S Value, Mallow's Cp, VIF
  • Multi-collinearity
  • Spearman's Coefficient
  • Logistic Regression using Logit function
  • Predictive Analytics

Taught by

Nilakantasrinivasan Janakiraman

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