What is support vector machine?

What is support vector machine?

Approach: Describe maximum margin classifier.

Classifier that finds hyperplane maximizing margin between classes. Uses kernel trick for nonlinear separation via implicit mapping to high dimension.

Follow-up: What is the kernel trick?

Key concepts: maximum margin, support vectors, kernel method.