Support Vector Machine, Kernel Trick, Svm, Soft Margin Svm, Kernel.
optimal/best hyperplane would look something as in the right side image. This hyperplane is the decision boundary: anything that falls to one side of it will be classified to one class and on the other side would be classified as another class. In SVM our objective is to find a plane that maximizes