Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems

by Aurélien Géron

Training a linear SVM classifier means finding the values of w and b that make this margin as wide as possible while avoiding margin violations (hard margin) or limiting them (soft margin).