Generative Neural Networks

Lesson 1

References

1. Universal approximation theorem

Lesson 2

References

1. Stochastic gradient descent

Lesson 3

References

1. DLSS (Nvidia) — Super Resolution and Deep Learning Anti-aliasing
2. NeRF — Representing Scenes as Neural Radiance Fields for View Synthesis
3. ChatGPT (Open AI)

Image and video restoration

• waifu2x — Image upscaler
• Flowframes (RIFE) — Video frame interpolation software
• RIFE GitHub — Source repository

References

1. DeepDream (Google)
2. This Person Does Not Exist
3. Word2vec

Lesson 4

References

1. DALL·E 3 (Open AI)
2. Imagen (Google)
3. LAION-5B
4. Stable Diffusion (Stability AI + RunwayML)
5. Diffusion vs. Auto-Regression (video)
6. stability.ai upscaler — Image upscaler based on Stable Diffusion

Stable Diffusion

Interfaces

• Automatic1111
• ComfyUI
• Fooocus

ComfyUI basic setup

Online services

• Krea
• Dream by WOMBO
• TensorArt
• Leonardo.Ai