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    37 repositories

    • Samudra

      Public
      Python
      •
      Apache License 2.0
      •1•8•109•25•Updated Jun 25, 2026Jun 25, 2026

    • SIS2

      Public
      NOAA-GFDL's Sea Ice Simulator version 2
      Fortran
      •
      Other
      •55•0•0•0•Updated Jun 23, 2026Jun 23, 2026

    • CESM

      Public
      The Community Earth System Model - fork for M2LInES work
      Python
      •
      Other
      •243•0•0•0•Updated Jun 22, 2026Jun 22, 2026

    • CAM-ML

      Public
      Community Atmosphere Model
      Fortran
      •181•2•10•3•Updated Jun 22, 2026Jun 22, 2026

    • clubb_ML

      Public
      Cloud Layers Unified By Binormals (CLUBB) - M2LInES Fork implementing ML components
      Fortran
      •
      Other
      •13•1•2•0•Updated Jun 22, 2026Jun 22, 2026

    • ANN-momentum-buoyancy-mesoscale

      Public
      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
      •1•0•0•0•Updated Jun 21, 2026Jun 21, 2026

    • m2lines.github.io

      Public
      m2lines.github.io Hugo website source
      SCSS
      •3•2•6•2•Updated Jun 17, 2026Jun 17, 2026

    • data-gallery

      Public
      Jupyter Notebook
      •
      Apache License 2.0
      •1•0•11•3•Updated May 25, 2026May 25, 2026

    • L96_demo

      Public
      Lorenz 1996 two time-scale model for learning machine learning
      Jupyter Notebook
      •
      Other
      •24•60•1•1•Updated May 25, 2026May 25, 2026

    • m2lines-CESM3-diagnostics

      Public
      Apply CESM diagnostic tools to CESM runs with M2lineS parameterizations
      Jupyter Notebook
      •0•0•0•0•Updated May 20, 2026May 20, 2026

    • calibration-MOM6

      Public
      Jupyter Notebook
      •0•0•0•0•Updated May 17, 2026May 17, 2026

    • nemo-spinup-forecast

      Public
      This project provides a flexible framework for oceanographic time‑series forecasting. It separates dimensionality reduction (DR) and forecasting into interchang…
      Jupyter Notebook
      •
      MIT License
      •1•3•28•1•Updated Apr 20, 2026Apr 20, 2026

    • nemo-spinup-evaluation

      Public
      Evaluate the ML emulated state produced by spinup-forecast for the NEMO ocean model
      Python
      •
      MIT License
      •0•3•53•6•Updated Apr 20, 2026Apr 20, 2026

    • nemo-spinup-restart

      Public
      Create restart state from ML projection
      Python
      •
      MIT License
      •0•1•10•2•Updated Apr 17, 2026Apr 17, 2026

    • nemo-spinup-bench

      Public
      Reproducible benchmark for the NEMO spin-up acceleration method
      Shell
      •0•2•12•2•Updated Apr 16, 2026Apr 16, 2026

    • Analysis-of-global-ocean-simulations-OM4

      Public
      Jupyter Notebook
      •
      Apache License 2.0
      •1•0•0•0•Updated Feb 26, 2026Feb 26, 2026

    • ANN-momentum-mesoscale

      Public
      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
      •1•0•0•0•Updated Jan 26, 2026Jan 26, 2026

    • benchmark-calibration

      Public
      Jupyter Notebook
      •
      Apache License 2.0
      •0•0•0•0•Updated Jan 18, 2026Jan 18, 2026

    • MOM6

      Public
      Modular Ocean Model
      Fortran
      •
      Other
      •283•3•0•1•Updated Sep 18, 2025Sep 18, 2025

    • Implementation-ZB20

      Public
      Contains source code and Figure plotting functions of ZB20 parameterization implemented to the MOM6 ocean model
      Jupyter Notebook
      •0•1•0•0•Updated Apr 25, 2025Apr 25, 2025

    • Samudra1

      Public
      Global Ocean Emulator
      Jupyter Notebook
      •
      Apache License 2.0
      •10•24•0•0•Updated Mar 17, 2025Mar 17, 2025

    • convection-parameterization-in-CAM

      Public
      Deployment of the convection parameterization scheme (previously from within SAM) deployed into the CAM model
      Fortran
      •
      MIT License
      •2•4•12•4•Updated Jan 20, 2025Jan 20, 2025

    • Linear-Response-and-Causal-Inference

      Public
      Inferring causality through linear response theory
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •2•0•0•0•Updated Nov 15, 2024Nov 15, 2024

    • EquationDisco

      Public
      M²LInES equation discovery package.
      Jupyter Notebook
      •
      MIT License
      •1•1•5•1•Updated Nov 7, 2024Nov 7, 2024

    • seaice_DA-ML

      Public
      Jupyter Notebook
      •0•2•0•0•Updated Aug 30, 2024Aug 30, 2024

    • mom6-plots

      Public
      Centralized plotting styles and functions for MOM6 output
      Jupyter Notebook
      •
      Apache License 2.0
      •2•1•4•2•Updated Aug 29, 2024Aug 29, 2024

    • gz21_ocean_momentum

      Public
      Stochastic-Deep Learning Parameterization of Ocean Momentum Forcing
      Jupyter Notebook
      •
      MIT License
      •0•7•15•1•Updated Dec 19, 2023Dec 19, 2023

    • pyqg_generative

      Public
      Generative models (GAN, VAE) for parameterization of mesoscale eddies in pyqg ocean model.
      Jupyter Notebook
      •2•8•0•0•Updated Oct 19, 2023Oct 19, 2023

    • MLwithQG

      Public
      Jupyter book tutorial on Ross 2022 machine learning subgrid parametrizations
      Jupyter Notebook
      •0•0•2•0•Updated Jun 5, 2023Jun 5, 2023

    • pyqg_parameterization_benchmarks

      Public
      Public-facing git repository for JAMES submission, "Benchmarking of machine learning ocean parameterizations in an idealized model"
      Jupyter Notebook
      •
      MIT License
      •3•11•2•0•Updated Feb 20, 2023Feb 20, 2023
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