Beyond Diffusion - Flow Matching for Generative AI
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Explore Flow Matching as a simpler and more efficient alternative to diffusion models for generative AI in this 48-minute session. Learn the core concepts of Flow Matching and understand how it compares to traditional diffusion models, discovering why straight transport paths significantly improve both training and sampling efficiency. Master key mechanics including velocity fields and continuous flows while examining real-world applications across image, video, audio, and other domains. Follow along with a hands-on walkthrough that demonstrates how to train a Flow Matching model from scratch, gaining practical experience with this cutting-edge approach to generative modeling.
Syllabus
Beyond Diffusion: Flow Matching for Generative AI
Taught by
Data Science Dojo