Hi Karandeep,

SVM is two class classifier but can be used for Multi class.

Multi class classification using SVM uses one against one approach or one against the rest. We reduce a multi-class classification problem to a binary problem.

We build binary classifiers which distinguish between one of the labels and the rest.

Hope this explains…