A binary classification problem is one where the goal is to predict a discrete value where there are just two possibilities. For example, you might want to predict the gender (male or female) of a ...
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 = ...