Videos

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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
Smashing Cities and Planets with Rare Event Sampling and AI Thumbnail

Smashing Cities and Planets with Rare Event Sampling and AI

Presenter
  • Dorian Abbot
November 1, 2022
IMSI
Artificial intelligence with uncertainty quantification can plug gaps in climate science and inform multi sector resilience Thumbnail

Artificial intelligence with uncertainty quantification can plug gaps in climate science and inform multi sector resilience

Presenter
  • Auroop Ganguly
October 31, 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
Learning from Censored and Dependent Data Thumbnail

Learning from Censored and Dependent Data

Presenter
  • Constantinos Daskalakis
March 9, 2020
IAS
Machine Learning the Exchange And Correlation Functional In DFT Thumbnail

Machine Learning the Exchange And Correlation Functional In DFT

Presenter
  • Marivi Fern\u00e1ndez-Serra
March 26, 2024
IMSI
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
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
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