Foundations of Deep Learning (2023)
Graduate course, University of Basel, Department of Mathematics and Computer Science, 2023
As tutor.
Duty
I am a tutor of the course “Foundations of Deep Learning” in 2022 Fall. I am responsible to design the homeworks.
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