| Date |
Topics |
| Jan 9, 2025 |
Introduction to inverse problems |
| Jan 16, 2025 |
Solving a linear regression problem using gradient descent method |
| Jan 23, 2025 |
Solving a linear regression problem using conjugate gradient method |
| Jan 30, 2025 |
Solving a linear regression problem using stochastic gradient descent method |
| Feb 6, 2025 |
Solving a linear regression problem using simulated annealing method |
| Feb 13, 2025 |
Solving a linear regression problem with outliers using the Tikhonov regularization |
| Feb 20, 2025 |
Solving a nonlinear regression problem using the BFGS quasi-Newton method |
| Feb 27, 2025 |
Solving a nonlinear regression problem using the genetic algorithm |
| Mar 6, 2025 |
Solving a 1D deblurring problem using the Tikhonov regularization |
| Mar 13, 2025 |
Solving a 2D deblurring problem using the Tikhonov regularization |
| Mar 20, 2025 |
Solving a 2D deblurring problem using the total variation regularization |
| Mar 27, 2025 |
Solving a 1D inverse scattering problem using particle swarm optimization |
| Apr 3, 2025 |
Solving a 1D inverse scattering problem using the adjoint method |
| Apr 10, 2025 |
Solving a 1D inverse scattering problem with a smoothness constraint |
| Apr 17, 2025 |
Solving a multiobjective optimization problem using the non-dominated sorting genetic algorithm NSGA-II |
| Apr 24, 2025 |
Solving a multiobjective optimization problem using the non-dominated sorting genetic algorithm NSGA-II (continued) |
| TBA |
Project presentation |