Support Vector Machine, Svm, Kernel Trick, Margin.
Mathematically, the margin is determined by the distance between the data points and the decision boundary, also known as the hyperplane. The points that are closest to the hyperplane are called support vectors — they play a pivotal role in defining the margin. SVM aims to solve an optimization