Logistic regression is a machine learning technique for binary classification. For example, you might want to predict the sex of a person (male or female) based on their age, state where they live, ...

Norman E. Breslow, Richard Holubkov, Maximum Likelihood Estimation of Logistic Regression Parameters Under Two- Phase, Outcome-Dependent Sampling, Journal of the Royal Statistical Society.