Videos

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Machine learning constitutive models of inelastic materials with microstructure

Presenter
  • Reese Jones
June 6, 2023
ICERM

Machine-Learned Finite Element Exterior Calculus for Linear and Nonlinear Problems

Presenter
  • Jonas Actor
June 6, 2023
ICERM

Machine learning and hard problems in topology

Presenter
  • Sergei Gukov
May 22, 2023
ICERM

Machine Learning for discrete optimization: Graph Neural Networks, generalization under shifts, and loss functions

Presenter
  • Stefanie Jegelka
April 26, 2023
ICERM
Systematically Generating Hierarchies of Machine-Learning Models, from Equation Discovery to Deep Neural Networks Thumbnail

Systematically Generating Hierarchies of Machine-Learning Models, from Equation Discovery to Deep Neural Networks

Presenter
  • Tom Beucler
November 4, 2022
IMSI
Integrating the spectral analysis of neural networks and nonlinear physics for explainability, generalizability, and stability Thumbnail

Integrating the spectral analysis of neural networks and nonlinear physics for explainability, generalizability, and stability

Presenter
  • Pedram Hassanzadeh
November 4, 2022
IMSI
Statistical reduced-order models and data-driven closure strategies for turbulent systems Thumbnail

Statistical reduced-order models and data-driven closure strategies for turbulent systems

November 4, 2022
IMSI
Revealing the statistics of extreme events hidden in short weather forecast data Thumbnail

Revealing the statistics of extreme events hidden in short weather forecast data

Presenter
  • Justin Finkel
November 3, 2022
IMSI
Neural-network parameterization of subgrid momentum transport learned from a high-resolution simulation Thumbnail

Neural-network parameterization of subgrid momentum transport learned from a high-resolution simulation

Presenter
  • Janni Yuval
November 3, 2022
IMSI
High-resolution climate modeling using coarse-scale models and reanalysis data Thumbnail

High-resolution climate modeling using coarse-scale models and reanalysis data

Presenter
  • Themistoklis Sapsis
November 3, 2022
IMSI
Probabilistic forecast of extreme heat waves using convolutional neural networks and rare event simulations Thumbnail

Probabilistic forecast of extreme heat waves using convolutional neural networks and rare event simulations

Presenter
  • Freddy Bouchet
November 2, 2022
IMSI
Sampling Strategies for Training Machine Learning Emulators of Gravity Wave Thumbnail

Sampling Strategies for Training Machine Learning Emulators of Gravity Wave

Presenter
  • Minah Yang
November 2, 2022
IMSI