Support Vector Machine, Svm, Kernel Trick, Margin.
margin forms the core of SVM’s strategy. The margin is the gap between the decision boundary and the nearest data points of each class. SVM’s objective is to maximize this margin, as a wider margin usually leads to better generalization to new, unseen data. The Mathematics of the Margin