Foundations of Deep Learning (2022)
Graduate course, University of Basel, Department of Mathematics and Computer Science, 2022
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
- Linear & non-linear networks
- Approximation Theory
- Complexity Theory
- Optimization
- Optimization Landscape of Neural Networks
- Neural Tangent Kernel
- Generalization bounds
- Regularization
- Adversarial Examples
- Double Descent