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Linear MM SE EstimationCovers the principles of linear MM SE estimation and the minimization of errors in linear regression.
KKT and Convex OptimizationCovers the KKT conditions and convex optimization, discussing constraint qualifications and tangent cones of convex sets.
Convex OptimizationCovers an overview of convex optimization, affine sets, polyhedra, ellipsoids, and convex functions.
Static Equilibrium ModelingExplores static equilibrium modeling using nodes, forces, and bars, including force characteristics and the concept of force diagrams.
Other regularizations + the LassoExplores diverse regularization approaches, including the L0 quasi-norm and the Lasso method, discussing variable selection and efficient algorithms for optimization.