9、mml-book机器学习数学基础-417页文字版.pdf

MATHE MATICS FOR MACHINE LEARNING Marc Peter Deisenroth A. Aldo Faisal Cheng Soon Ong Contents Foreword 1 Part I Mathematical Foundations 9 1 Introduction and Motivation 11 1.1 Finding Words for Intuitions 12 1.2 Two Ways to Read This Book 13 1.3 Exercises and Feedback 16 2 Linear Algebra 17 2.1 Systems of Linear Equations 19 2.2 Matrices 22 2.3 Solving Systems of Linear Equations 27 2.4 Vector Spaces 35 2.5 Linear Independence 40 2.6 Basis and Rank 44 2.7 Linear Mappings 48 2.8 Affine Spaces 61 2.9 Further Reading 63 Exercises 64 3 Analytic Geometry 70 3.1 Norms 71 3.2 Inner Products