The logistic function is a mathematical function that models growth processes which are initially exponential but slow down as they approach a maximum limit, commonly used in logistic regression for binary classification. It is characterized by its S-shaped curve, representing how growth accelerates to a point and then decelerates as it approaches the carrying capacity.