Roadmap Hard-Margin linear classifier Maximize Margin · Support vector Quadratic Programming Soft-Margin linear classifier Maximize Margin Support vector Quadratic Programming Non-Linear separable problem ●XOR Transform to Non-Linear by kernels Reference Copyright 2001, 2003, Andrew W. Moore Support Vector Machines: Slide 3Copyright © 2001, 2003, Andrew W. Moore Support Vector Machines: Slide 3 Roadmap • Hard-Margin Linear Classifier • Maximize Margin • Support Vector • Quadratic Programming • Soft-Margin Linear Classifier • Maximize Margin • Support Vector • Quadratic Programming • Non-Linear Separable Problem • XOR • Transform to Non-Linear by Kernels • Reference