This repository contains Jupyter Notebook-based course materials teaching diffusion models from theory to practice. Students learn to generate images and audio using the Hugging Face Diffusers library, train custom diffusion models from scratch, and fine-tune existing models on new datasets. The course covers conditional generation, guidance techniques, and building custom diffusion pipelines.