Optimization methodsCovers optimization methods, focusing on gradient methods and line search techniques.
Linear Regression: SimpleIntroduces simple linear regression, properties of residuals, variance decomposition, and the coefficient of determination in the context of Okun's law.
Regression: Linear ModelsExplores linear regression, least squares, residuals, and confidence intervals in regression models.
Quadrangular Finite ElementsCovers the basic functions of quadratic and biquadratic rectangular elements and the serendipal family of regular rectangular finite elements.
Least Squares SolutionsExplains the concept of least squares solutions and their application in finding the closest solution to a system of equations.