图书标题：Mathematics for Machine Learning

作者：Marc Peter Deisenroth，A.Aldo Faisal和Cheng Soon Ong。由剑桥大学出版社出版。

 

 

PDF下载地址：https://mml-book.github.io/book/mml-book.pdf 

配套练习：https://www.overleaf.com/project/5e9ac1c60705310001cd6148 

 

目录

Part I: Mathematical Foundations

  1. Introduction and Motivation
  2. Linear Algebra
  3. Analytic Geometry
  4. Matrix Decompositions
  5. Vector Calculus
  6. Probability and Distribution
  7. Continuous Optimization

Part II: Central Machine Learning Problems

  1. When Models Meet Data
  2. Linear Regression
  3. Dimensionality Reduction with Principal Component Analysis
  4. Density Estimation with Gaussian Mixture Models
  5. Classification with Support Vector Machines