Instructor: Sharon Zhou - @LAMINI_AI
Additional resources:
- Vision Models - Notes (@afondiel)
- Video Models - Notes (@afondiel)
- Generative AI - Notes (@afondiel)
- How Stable Diffusion Works (AI Image Generation) - Gonkee (Must Watch)
Notable Papers & Works:
- WORLD OF DIFFUSION: theory, shortcuts & future - Martin [email protected])
- NCSNs: Noise Conditioned Score Networks/Generative Modeling by Estimating Gradients of the Data Distribution - paper (2019)
- DDPM: Denoising Diffusion Probabilistic Models - paper (2020)
- SDEs: Stochastic Differential Equations/SCORE-BASED GENERATIVE MODELING THROUGH STOCHASTIC DIFFERENTIAL EQUATIONS - paper (2021)
- DDIM: DENOISING DIFFUSION IMPLICIT MODELS - paper (2022)
- Diffusion Models for High-Resolution Image Synthesis - paper (2023)
- Diffusion Models in Vision: A Survey - paper (2023)
- DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
- DiffusionGPT: LLM-Driven Text-to-Image Generation System - paper (2024)
- High-Resolution Image Synthesis with Latent Diffusion Models - paper (2022)
- Scaling Laws for Neural Language Models - paper (2020)