Videos

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Explainable AI (XAI) for Climate Science: Detection, Prediction and Discovery Thumbnail

Explainable AI (XAI) for Climate Science: Detection, Prediction and Discovery

Presenter
  • Elizabeth Barnes
October 31, 2022
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
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
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
Combining Stochastic Parameterized Reduced Order Models with Machine Learning for Data Assimilation and Uncertainty Quantification with Partial Observations Thumbnail

Combining Stochastic Parameterized Reduced Order Models with Machine Learning for Data Assimilation and Uncertainty Quantification with Partial Observations

Presenter
  • Nan Chen
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
Extracting climate cycles from spatiotemporal data and detecting emergence and disappearance of coherent phenomena across multiple dynamic regimes Thumbnail

Extracting climate cycles from spatiotemporal data and detecting emergence and disappearance of coherent phenomena across multiple dynamic regimes

Presenter
  • Gary Froyland
November 2, 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
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
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
Using autoencoders as generative models to create forecast ensembles for data assimilation Thumbnail

Using autoencoders as generative models to create forecast ensembles for data assimilation

Presenter
  • Ian Grooms
October 31, 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