Phase 08

Generative AI

Phase 8: Generative AI. 15 hands-on lessons building AI from first principles in the browser. Free reading; graded exercises and certificate with lifetime access.

1. Generative Models — Taxonomy & History
2. Autoencoders & Variational Autoencoders (VAE)
3. GANs — Generator vs Discriminator
4. Conditional GANs & Pix2Pix
5. StyleGAN
6. Diffusion Models — DDPM from Scratch
7. Latent Diffusion & Stable Diffusion
8. ControlNet, LoRA & Conditioning
9. Inpainting, Outpainting & Image Editing
10. Video Generation
11. Audio Generation
12. 3D Generation
13. Flow Matching & Rectified Flows
14. Evaluation — FID, CLIP Score, Human Preference
15. Visual Autoregressive Modeling (VAR): Next-Scale Prediction