Applied Numerical Methods

Minimalistic introduction to computer programming

System of linear/non-linear Equations

Eigenvalue problem

Interpolation, finite difference, numerical differentiation

Numerical integration, Ordinary differential equations

Ordinary differential equations

Partial differential equations

Case studies: modeling, nondimensionalization, solution, validation

Regression and related techniques

Optimization methods, gradient descent

Artificial neural network