This tutorial is designed for anyone looking for a deeper understanding of how Lagrange multipliers are used in building up the model for support vector machines (SVMs). SVMs were initially designed to solve binary classification problems and later extended and applied to regression and unsupervised learning. They have shown their success in solving many complex machine … Continue reading Method of Lagrange Multipliers: The Theory Behind Support Vector Machines (Part 1: The Separable Case)