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Dive into an in-depth lecture on Diffusion Models presented by Chin-Wei Huang and Victor Garcia Satorras at the Nordic Probabilistic AI School (ProbAI) 2024. Explore the fundamental concepts and advanced applications of diffusion models in this comprehensive 69-minute session. Access supplementary materials on GitHub to enhance your understanding of the topic. The lecture, expertly cut and edited by David Baumgartner, includes engaging sound effects to maintain audience interest. Whether you're a beginner or an expert in probabilistic AI, gain valuable insights into this cutting-edge machine learning technique and its potential impact on various fields.