In what situations would it be appropriate to use Logistic Regression with the Logit link function?

  • All regression problems
  • Binary classification with a nonlinear relationship between predictors
  • Binary classification with linear relationship between predictors
  • Multi-class classification
Logistic Regression with the Logit link function is particularly suited for binary classification problems where there is a linear relationship between the predictors and the log-odds of the response.
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