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Mathematics Resources

Algebra

  • Applied Numerical Linear Algebra (James W. Demmel)
  • Numerical Linear Algebra (Lloyd N. Trefethen, and David Bau III)
  • The Matrix Cookbook
  • 高等代数学 (姚慕生)
  • Linear Algebra Review and Reference (cs229)
  • Machine Arithmetic: Fixed-Point and Floating-Point Numbers (MIT 18.330)

Optimization

  • Numerical Optimization (Jorge Nocedal and Stephen J. Wright)
  • Convex Optimization (slides, solutions)
  • Proximal Algorithms
  • Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers
  • Convex Optimization Overview (cs229)
  • Convex Optimization Overview 2 (cs229)
  • An Introduction to the Conjugate Gradient Method Without the Agonizing Pain

Probability and Statistics

  • The Elements of Statistical Learning
  • An Introduction to Statistical Learning
  • All of Statistics
  • The Multivariate Gaussian Distribution (cs229)
  • More on Multivariate Gaussians (cs229)
  • Review of Probability Theory (cs229)
egrcc

egrcc

Wir müssen wissen. Wir werden wissen.

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