Quasi-newton optimizationCovers gradient line search methods and optimization techniques with an emphasis on Wolfe conditions and positive definiteness.
Optimization MethodsCovers optimization methods without constraints, including gradient and line search in the quadratic case.
Linear Algebra BasicsCovers the basics of linear algebra, emphasizing the identification of subspaces through key properties.
Optimization methodsCovers optimization methods, focusing on gradient methods and line search techniques.
Optimisation in Energy SystemsExplores optimization in energy system modeling, covering decision variables, objective functions, and different strategies with their pros and cons.
Approximation AlgorithmsCovers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Nonlinear OptimizationCovers line search, Newton's method, BFGS, and conjugate gradient in nonlinear optimization.