Scientific Computing

Topics

• Course covers numerical methods for linear systems
• Linear least squares
• Eigenvalues and singular values
• Nonlinear systems
• Interpolation
• Numerical integration
• Initial-value problems in ordinary differential equations
• Topics also include floating-point arithmetic
• Error analysis
• Introductions to automatic differentiation and machine learning