Logistic Regression (Predictive Modeling) workshop using R

Predictive Analytics - Learn R syntax for step by step logistic regression model development and validations

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Description

This course is a workshop on logistic regression using R. The course

  • Doesn't have much of theory - it is more of execution of R command for the purpose
  • Provides step by step process details
  • Step by step execution
  • Data files for the modeling
  • Excel file containing output of these steps

The content of the course is as follows

  1. Data Import and Data Sanity Check
  2. Development n Validation dataset preparartion  
  3. Important Categorical Variable selection 
  4. Important Numeric Variable Selection 
  5. Indicator Variable Creation 
  6. Stepwise Regression 
  7. Dealing with multicollinearity
  8. Logistic Regression Score n Probability generation in the data set
  9. Hands on KS Calculation
  10. Coefficient stability check
  11. Iterate for final model

What You Will Learn!

  • Familiar with Syntax for - Step by step logistic regression modeling using R

Who Should Attend!

  • R professionals
  • Analytics Professionals
  • Data Scientists