Numerical Optimization
Published:
The course I took with Prof. Shiqian Ma at UC Davis.
It includes interesting topics like gradient descent, subgradient descent, proximal gradient descent, augmented Lagrangian method (ALM), ADMM, stochastic gradient descent (SGD), online optimization and common optimization softwares.