Linear multi-class is another supervised learning technique. Multi-class classification consists of identifying the class a dataset belongs to.
One Vs. All Classification: individual classifiers (left panel) and overall classification boundary (right panel)
Multi-Class Classification: individual classifiers (left panel) and overall classification boundary (right panel)