Numerical Linear Algebra and Numerical Optimization

Topics

• Solving system
• Linear equations
• Direct methods
• Iterative methods
• Interpolation
• Linear Least Squares
• LU and QR factorization
• Eigenvalue problems
• Singular Value Decomposition
• Principal component analysis
• Linear discriminant analysis
• Optimization algorithms for deep learning