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    • Samudra

      Public
      Python
      Apache License 2.0
      1810925Updated Jun 25, 2026Jun 25, 2026
    • SIS2

      Public
      NOAA-GFDL's Sea Ice Simulator version 2
      Fortran
      Other
      55000Updated Jun 23, 2026Jun 23, 2026
    • CESM

      Public
      The Community Earth System Model - fork for M2LInES work
      Python
      Other
      243000Updated Jun 22, 2026Jun 22, 2026
    • CAM-ML

      Public
      Community Atmosphere Model
      Fortran
      1812103Updated Jun 22, 2026Jun 22, 2026
    • clubb_ML

      Public
      Cloud Layers Unified By Binormals (CLUBB) - M2LInES Fork implementing ML components
      Fortran
      Other
      13120Updated Jun 22, 2026Jun 22, 2026
    • Source code and figure plotting for paper "Generalizable neural-network parameterization of mesoscale eddies in idealized and global ocean models"
      Jupyter Notebook
      Apache License 2.0
      1000Updated Jun 21, 2026Jun 21, 2026
    • m2lines.github.io Hugo website source
      SCSS
      3262Updated Jun 17, 2026Jun 17, 2026
    • Jupyter Notebook
      Apache License 2.0
      10113Updated May 25, 2026May 25, 2026
    • L96_demo

      Public
      Lorenz 1996 two time-scale model for learning machine learning
      Jupyter Notebook
      Other
      246011Updated May 25, 2026May 25, 2026
    • Apply CESM diagnostic tools to CESM runs with M2lineS parameterizations
      Jupyter Notebook
      0000Updated May 20, 2026May 20, 2026
    • Jupyter Notebook
      0000Updated May 17, 2026May 17, 2026
    • This project provides a flexible framework for oceanographic time‑series forecasting. It separates dimensionality reduction (DR) and forecasting into interchang…
      Jupyter Notebook
      MIT License
      13281Updated Apr 20, 2026Apr 20, 2026
    • Evaluate the ML emulated state produced by spinup-forecast for the NEMO ocean model
      Python
      MIT License
      03536Updated Apr 20, 2026Apr 20, 2026
    • Create restart state from ML projection
      Python
      MIT License
      01102Updated Apr 17, 2026Apr 17, 2026
    • Reproducible benchmark for the NEMO spin-up acceleration method
      Shell
      02122Updated Apr 16, 2026Apr 16, 2026
    • Jupyter Notebook
      Apache License 2.0
      1000Updated Feb 26, 2026Feb 26, 2026
    • Source code and figure plotting for paper "Generalizable neural-network parameterization of mesoscale eddies in idealized and global ocean models"
      Jupyter Notebook
      Apache License 2.0
      1000Updated Jan 26, 2026Jan 26, 2026
    • Jupyter Notebook
      Apache License 2.0
      0000Updated Jan 18, 2026Jan 18, 2026
    • MOM6

      Public
      Modular Ocean Model
      Fortran
      Other
      283301Updated Sep 18, 2025Sep 18, 2025
    • Contains source code and Figure plotting functions of ZB20 parameterization implemented to the MOM6 ocean model
      Jupyter Notebook
      0100Updated Apr 25, 2025Apr 25, 2025
    • Samudra1

      Public
      Global Ocean Emulator
      Jupyter Notebook
      Apache License 2.0
      102400Updated Mar 17, 2025Mar 17, 2025
    • Deployment of the convection parameterization scheme (previously from within SAM) deployed into the CAM model
      Fortran
      MIT License
      24124Updated Jan 20, 2025Jan 20, 2025
    • Inferring causality through linear response theory
      Jupyter Notebook
      GNU General Public License v3.0
      2000Updated Nov 15, 2024Nov 15, 2024
    • M²LInES equation discovery package.
      Jupyter Notebook
      MIT License
      1151Updated Nov 7, 2024Nov 7, 2024
    • Jupyter Notebook
      0200Updated Aug 30, 2024Aug 30, 2024
    • Centralized plotting styles and functions for MOM6 output
      Jupyter Notebook
      Apache License 2.0
      2142Updated Aug 29, 2024Aug 29, 2024
    • Stochastic-Deep Learning Parameterization of Ocean Momentum Forcing
      Jupyter Notebook
      MIT License
      07151Updated Dec 19, 2023Dec 19, 2023
    • Generative models (GAN, VAE) for parameterization of mesoscale eddies in pyqg ocean model.
      Jupyter Notebook
      2800Updated Oct 19, 2023Oct 19, 2023
    • MLwithQG

      Public
      Jupyter book tutorial on Ross 2022 machine learning subgrid parametrizations
      Jupyter Notebook
      0020Updated Jun 5, 2023Jun 5, 2023
    • Public-facing git repository for JAMES submission, "Benchmarking of machine learning ocean parameterizations in an idealized model"
      Jupyter Notebook
      MIT License
      31120Updated Feb 20, 2023Feb 20, 2023
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