Optimization MethodsCovers optimization methods without constraints, including gradient and line search in the quadratic case.
Optimization MethodsCovers unconstrained and constrained optimization, optimal control, neural networks, and global optimization methods.
Numerical analysisCovers advanced numerical analysis topics including deep neural networks and optimization methods.
Nonlinear OptimizationCovers line search, Newton's method, BFGS, and conjugate gradient in nonlinear optimization.
Runge Kutta MethodCovers the Runge Kutta method and its application to optimal control and neural networks.
Approximation AlgorithmsCovers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Simplex AlgorithmCovers the Simplex algorithm for function minimization with linear constraints.
