The "machine" term is an old way to indicate that a system is a machine learning one rather than a classical statistics one. Arguably, the two most powerful techniques for binary classification on non ...

The goal of a machine learning binary classification problem is to predict a variable that has exactly two possible values. For example, you might want to predict the sex of a company employee (male = ...