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- Part I
- Convex Optimization, by Stephen Boyd, lecture notes
- Term Project Writing, ppt, lecture 1
- Chapter 2 Convex sets and 3 Convex functions, lecture 2, lecture 3, lecture 4
- Chapter 4 Convex optimization problems, lecture 5, lecture 6, lecture 7
- Chapter 5 Duality, lecture 8, lecture 9
- Chapter 6 Approximation and fitting and 7 Statistical estimation, lecture 10, lecture 11
- Chapter 8 Geometric problems and 9 Numerical linear algebra background, lecture 12, lecture 13, lecture 14
- Chapter 10 Unconstrained minimization and 11 Equality constrained minimization, lecture 15, lecture 16,
- Chapter 12 Interior-point methods and 13 Conclusions, lecture 17, lecture 18, lecture 19
- Primal dual problem, and Simplex method
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