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

by Aurélien Géron

This is called soft margin classification. In Scikit-Learn’s SVM classes, you can control this balance using the C hyperparameter: a smaller C value leads to a wider street but more margin violations.