Runge Kutta MethodCovers the Runge Kutta method and its application to optimal control and neural networks.
Quasi-newton optimizationCovers gradient line search methods and optimization techniques with an emphasis on Wolfe conditions and positive definiteness.
System of ODEsExplores numerical methods for solving ODE systems, stability regions, and absolute stability importance.
Numerical analysisCovers advanced numerical analysis topics including deep neural networks and optimization methods.
Optimization MethodsCovers optimization methods without constraints, including gradient and line search in the quadratic case.
Error Estimation in Numerical MethodsExplores error estimation in numerical methods for solving ordinary differential equations, emphasizing the impact of errors on solution accuracy and stability.
Finite Element ModelingCovers the derivation of the equation of motion, interpolation, Newton's equation, and energy conservation in finite element modeling.
Finite Element MethodCovers the Finite Element Method, discussing the derivation of the equation of motion and exploring mass and stiffness matrices.