Continuous Optimization (2023)
Graduate course, University of Basel, Department of Mathematics and Computer Science, 2023
Duty
I was a Teaching Assistant responsible to teach in the exercise class as well as design and grading the homeworks and the exam.
Topics
- Basic convex analysis
- Subgradient methods
- Gradient Descent
- Convergence rate for gradient-based methods
- Optimality and lower bounds
- Stochastic Optimization methods
- Non-convex Optimization