Introduction to Variational Autoencoders and Denoising Diffusion Probabilistic Models from Scratch

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Seminar from three members of IntelliGO Labs @ University of Verona regarding the derivation, practical implementations, and atypical future challenges and perspectives of Denoising Diffusion Probabilistic Models.

1. Geri Skenderi (3rd year PhD) - A Journey into Variational Inference for Deep Generative Modeling: From Variational Autoencoders to Denoising Diffusion Probabilistic Models (00:00 - 01:45:53).

2. Federico Girella (1st year PhD), Luigi Capogrosso (2nd year PhD) - An Introduction to DDPMs, Architectures and future challenges (01:46:54 onward).
  1. Geri Skenderi
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