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Mathematics Resources

Introduction

  • What is Mathematics by Herbert Robbins and Richard Courant
  • The Beauty of Doing Mathematics: Three Public Dialogues by Serge Lang

Calculus

  • Calculus Made Easy by Book by Silvanus P. Thompson
  • Calculus by Gilbert Strang
  • Calculus by Tom M. Apostol
  • Calculus by Michael Spivak
  • 数学分析新讲 by 张筑生
  • Mathematical Analysis by Tom M. Apostol
  • 数学分析八讲 by 辛钦
  • 数学分析中的典型问题与方法 by 裴礼文
  • Principles of Mathematical Analysis by Walter Rudin

Courses

Linear Algebra

  • Linear Algebra Done Right by Sheldon Axler
  • Introduction to Linear Algebra by Gilbert Strang
  • Linear Algebra And Its Applications by Gilbert Strang

Courses

Mathematical Statistics and Statistical Theory

  • Mathematical Statistics with Applications (Wackerly, Mendenhall & Scheaffer)
  • Statistical Inference (Casella & Berger)
  • Mathematical Statistics: Basic Ideas and Selected Topics (Bickel & Doksum)

Applied Statistics and Statistical Computing

  • Statistics (Freedman, Pisani & Purves)
  • Probability and Statistics for Engineering and the Sciences (Devore)
  • Modern Applied Statistics with S (Venables & Ripley)
  • Software for Data Analysis: Programming with R (Chambers)
  • The Art of R Programming: A Tour of Statistical Software Design (Matloff)