Join Professor Alain Durmus from École Polytechnique for a comprehensive seminar lecture exploring the foundational concepts of diffusion models, delivered as part of the Data-Driven Engineering (DDE) series on the mathematical and statistical foundations of future data-driven engineering. Gain valuable insights into the theoretical frameworks and practical applications of diffusion models through this three-hour academic presentation, hosted at the INI Seminar Room 2.
Overview
Syllabus
Date: 19th June 2023 – 10:00 to
Taught by
INI Seminar Room 2
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Introduction to Diffusion Models
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Gaussian Process Regression in Inverse Problems and Markov Chain Monte Carlo
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Monte Carlo Guided Diffusion for Bayesian Linear Inverse Problems
