Study Notes on Support Vector Machines
Preface This article records my study of the SVM algorithm in machine learning. It introduces SVM principles and simple applications, using hands-on experiments to build an understanding of SVM. I. Introduction 1.1 What Is Machine Learning? Machine learning has no single authoritative definition, but the field's pioneer Arthur Samuel informally defined it as a field of study that gives computers the ability to learn without being explicitly programmed for the problem…