Everything you always wanted to know about this powerful supervised ML algorithm — Support Vector Machines (SVMs) are a type of supervised machine learning algorithm used for classification and regression tasks. They are widely used in various fields, including pattern recognition, image analysis, and natural language processing. SVMs work by finding the optimal hyperplane that separates data points into different classes.