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Few Topics are:
- geometry of Rn, critical points for Rn,Sylvester's criterion, Eigenvalues,Coercive functions, global optima,Convex sets,Jensen's inequality
- AM-GM inequality,Geometric programming, duality,dual geometric program,Interpolation, best-fit lines,Least squares fit, projections
- Gram-Schmidt process,Minimum norm solutions,Generalized inner products, closest point to a set,basic separation theorem, support theorem
- Newton's method,Method of steepest descent,Broyden's method,eigenvalues
- Lagrange multipliers ,Convex programs, KKT theorem, Gradient form,KKT duality,Constrained GP ,Penalty functions,penalty method
