Materials for Australian Mathematical Sciences Institute (AMSI) Winter School 2021: "Deep Probabilistic Models".
Topics covered:
- Flow-Based Models
- Generative Adversarial Networks
- Deep Latent Variable Models and Variational Learning
- Variational Autoencoders
Slides are available at: https://robsalomone.com/course-deep-probabilistic-models/
Examples are implemented using PyTorch and Pyro.