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@EyringMLClimateGroup

EyringMLClimateGroup

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  1. iglesias-suarez23jgr_CausalNNCAM iglesias-suarez23jgr_CausalNNCAM Public

    Jupyter Notebook 6

  2. behrens22james_SPCAM_VED behrens22james_SPCAM_VED Public

    Jupyter Notebook 3 2

  3. grundner23james_EquationDiscovery_CloudCover grundner23james_EquationDiscovery_CloudCover Public

    A hierarchical modeling framework to discover new machine learning-based equations for cloud cover, including symbolic regression

    Jupyter Notebook 3 2

  4. grundner22james_icon-ml_cloudcover grundner22james_icon-ml_cloudcover Public

    A NN based cloud cover parameterization for the ICON-A model

    Jupyter Notebook 2 1

  5. galytska23jgr_EvaluatingCausalArcticMidlatTelec galytska23jgr_EvaluatingCausalArcticMidlatTelec Public

    Jupyter Notebook 2 1

  6. behrens24james_SPCESM2_ML_ensembles behrens24james_SPCESM2_ML_ensembles Public

    Code repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S. Yu, P. Gentine, M. Pritchard, M. Schwabe and V. Eyring, 2024. Simulating Atmospheric Processes in Earth System Models and…

    Jupyter Notebook 2 1

Repositories

Showing 10 of 17 repositories
  • kuehbacher24ICMLA_PCMasking Public

    A framework for physically consistent deep learning-based climate model parameterization

    EyringMLClimateGroup/kuehbacher24ICMLA_PCMasking’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Sep 25, 2024
  • behrens24james_SPCESM2_ML_ensembles Public

    Code repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S. Yu, P. Gentine, M. Pritchard, M. Schwabe and V. Eyring, 2024. Simulating Atmospheric Processes in Earth System Models and Quantifying Uncertainties with Deep Learning Multi-Member and Stochastic Parameterizations

    EyringMLClimateGroup/behrens24james_SPCESM2_ML_ensembles’s past year of commit activity
    Jupyter Notebook 2 MIT 1 0 0 Updated Sep 18, 2024
  • sarauer24eds_ml_microphysics_parameterization Public

    A physics-informed machine learning parameterization for cloud microphysics in ICON

    EyringMLClimateGroup/sarauer24eds_ml_microphysics_parameterization’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 0 0 0 Updated Sep 11, 2024
  • heuer23_ml_convection_parameterization Public
    EyringMLClimateGroup/heuer23_ml_convection_parameterization’s past year of commit activity
    Jupyter Notebook 1 Apache-2.0 0 0 0 Updated Jul 18, 2024
  • karmouche24esd_AtlanticPacificPacemaker_Causality Public

    Code to reproduce figures from Karmouche, S., Galytska, E., Meehl, G. A., Runge, J., Weigel, K., and Eyring, V. (2024) Changing effects of external forcing on Atlantic-Pacific interactions

    EyringMLClimateGroup/karmouche24esd_AtlanticPacificPacemaker_Causality’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 1 0 0 Updated Jun 7, 2024
  • karmouche23esd_CausalModelEvaluation_Modes Public

    Notebooks for the code used to perform regime-oriented causal model evaluation of CMIP6 LEs

    EyringMLClimateGroup/karmouche23esd_CausalModelEvaluation_Modes’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 1 0 0 Updated Jun 7, 2024
  • heuer24_gbt_shap_toydata Public
    EyringMLClimateGroup/heuer24_gbt_shap_toydata’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 0 0 0 Updated Apr 12, 2024
  • kaps23ESSD_CCClim Public

    Creation and analysis of the CCClim dataset

    EyringMLClimateGroup/kaps23ESSD_CCClim’s past year of commit activity
    Python 0 Apache-2.0 1 0 0 Updated Apr 2, 2024
  • debeire24clear_Bagged_TimeSeries_Causality Public

    Code to reproduce figures of Debeire, K., Runge, J., Gerhardus, A., Eyring, V. (2024). Bootstrap aggregation and confidence measures to improve time series causal discovery

    EyringMLClimateGroup/debeire24clear_Bagged_TimeSeries_Causality’s past year of commit activity
    Python 1 GPL-3.0 1 1 0 Updated Feb 23, 2024
  • kaps23_domain_adaptation Public
    EyringMLClimateGroup/kaps23_domain_adaptation’s past year of commit activity
    Python 0 Apache-2.0 1 0 0 Updated Dec 7, 2023
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