Generative Models

From autoencoders through VAEs to modern diffusion. The math behind generating images, audio, and text.

1. 1. ○ Autoencoder
2. 2. ○ Simple GAN Generator
3. 3. ○ VAE Reparameterization Trick
4. 4. ○ VAE ELBO Loss
5. 5. ○ DDPM Noise Schedule
6. 6. ○ DDPM Forward Noising
7. 7. ○ DDPM Denoising Step
8. 8. ○ Classifier-Free Guidance
9. 9. ○ Train VAE End-to-End
10. 10. ○ DDPM Training Step End-to-End
11. 11. ○ DDPM Sampler Loop