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AI/ML STIG Lecture Series

Artificial Intelligence and Machine Learning Science and Technology Interest Group (AI/ML STIG)

AI/ML STIG about AI/ML STIG Lecture Series

Location

Virtual

Dates

16 March 2026
4:00pm ET

Community

AI/ML STIG

Type

Seminar

Normalizing Flows

Speaker

Gregory Green, Westlake

An introduction to normalizing flows for generative modeling, covering the mathematical foundations of invertible transformations and density estimation, with hands-on tutorials implementing RealNVP and flow matching techniques.

Topics Covered

  • Foundations of normalizing flows and change of variables
  • Invertible transformations and Jacobian determinants
  • RealNVP: coupling layers and affine transformations
  • Flow matching: continuous normalizing flows
  • Applications to density estimation in astronomy
Session Recording

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