Diffusion Models Work 

Machine Learning Practitioners

AI Enthusiasts

Software Developers

Researchers and Academics

Explore the cutting-edge world of diffusion-based generative AI and create your own diffusion model from scratch

Gain deep familiarity with the diffusion process and the models driving it, going beyond pre-built models and APIs

Acquire practical coding skills by working through labs on sampling, training diffusion models, building neural networks for noise prediction, and adding context for personalized image generation

In this course students will gain a deep familiarity with the diffusion process and the models which carry it out, more than simply pulling in a pre-built model or using an API, this course will teach you to build a diffusion model from scratch

Participants will gain an understanding of the theoretical underpinnings of diffusion processes and learn how these models are implemented in real-world scenarios using Python and popular machine learning frameworks