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‘Logistic Regression’ Interview Questions

What is Logistic Regression?

What is the error / loss function in logistic regression?

What are the major assumptions of logistic regression?

What are the advantages and disadvantages of logistic regression?

What is the equivalent of the overall F test in logistic regression?

Why are coefficients estimated through Maximum Likelihood (MLE) instead of Least Squares?

How are the coefficients in a logistic expression interpreted?

What is the relationship between the log odds ratio and probability?

Why are the log odds used in the link function instead of just the regular odds ratio?

What problems would arise from using a regular linear regression to model a binary outcome?

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