Generative models
Exploring generative neural nets, for learning purposes.
Resources
- cs231n Lecture 13: https://www.youtube.com/watch?v=5WoItGTWV54
- VAE paper (tough read): https://arxiv.org/abs/1312.6114
- Diffusion paper: https://arxiv.org/abs/1503.03585
- Deep learning book, chapter 14 (Autoencoders)
- Deep learning book, chapter 20.10.3 (Variational Autoencoders)
TODO
- set up toy datasets: MNIST & Fashion MNIST
- autoencoder
- VAE
- VAE: visualize data manifold for latent variables
- diffusion (optional)