Inhaltsbereich
Seminar: Selected Topics in Computational Physics – Themen
Tentative list of presentations (approximately time-ordered):
- Deep forward networks and convolutional networks
- Hand-writing recognition
- Optimization techniques
- Symmetries and transformations
- Bayesian neural networks and elements of probability
- Training a network
- Computer vision
- Autoencoders
- Approximation theory and the curse of dimension
- Recurrent and recursive networks
- Monte Carlo methods – Gibbs sampling and Metropolis
- Many body physics
- Graphical models in machine learning
- AI for Go and Chess