Classifies linearly separable classes (can use non-linear transformations for non-linearly seperable classes)

Predicts the probability of the class of a categorically distributed variable (datapoint) given a set of variables (features)

Logistic Regression is used for classifying data with two classes, multinomial logistic regression is used for classifying data with more than two classes