2021 Spring
- HW 4.1 Gradient calculator on given NN
- HW 4.2 Autodiff for multivariate formula
- HW 11 Gradient descent on given function
- HW 12 Newton's method and conjugate gradient descent
- HW 13.1 DFP Algorithm
- HW 13.3 BFGS Algorithm
- HW 13.4 L-BFGS Algorithm
- HW 13.5 Majorization Minimization for LASSO
- HW 17 Optimization with linear constraint
- HW 18.1 Penalty Function
- HW 18.2 Frank-Wolfe Algorithm
- HW 19.1 Non-convergence of naive ADMM (failed)
- HW 19.2 LADMAP
- HW 19.3 LADMPSAP
- HW 20.1 Block Coordinate Descent for a dictionary learning problem
- HW 20.2 pLADMPSAP