ICME Generative Models Summer Workshop 2023

Teaching Staff:

• Aashwin Mishra
• Qiao Liu

This repository contains material for the ICME Generative Models Summer Workshop 2023.

Course website:

https://kimmo1019.github.io/icme-generative-models-summer-2023/

Schedule:

Introduction to Generative Modeling

Review of PyTorch

Theory of Generative Adversarial Networks (GANs)

Hands on Exercises on GANs

Theory underlying Autoencoders

Hands on exercises on Autoencoders

Theory underlying Variational AutoEncoders (VAEs)

Hands on exercises on VAEs

Workshop Notebooks & Slides:

Review of PyTorch: https://colab.research.google.com/drive/1Ug0STBPfwc0Q7YSBasliIJCC38y9pOVm?usp=sharing

Generative Adversarial Networks (GAN) Exercise 1: https://colab.research.google.com/drive/1cGtOR7EkISxIGKmSGlEpB27QOhgruUsf?usp=sharing

Generative Adversarial Networks (GAN) Exercise 2: https://colab.research.google.com/drive/1kEAXtWU1sHapxILLRN0djEVG8KkE4cH2?usp=sharing