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    33 repositories

    • clubb_ML

      Public
      Cloud Layers Unified By Binormals (CLUBB) - M2LInES Fork implementing ML components
      Fortran
      •
      Other
      •13•0•10•4•Updated Feb 15, 2026Feb 15, 2026

    • nemo-spinup-evaluation

      Public
      Evaluate the ML emulated state produced by spinup-forecast for the NEMO ocean model
      Python
      •
      MIT License
      •0•3•43•6•Updated Feb 13, 2026Feb 13, 2026

    • m2lines.github.io

      Public
      m2lines.github.io Hugo website source
      SCSS
      •3•2•6•2•Updated Feb 12, 2026Feb 12, 2026

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

      Public
      Jupyter Notebook
      •
      Apache License 2.0
      •1•0•0•0•Updated Feb 12, 2026Feb 12, 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
      •0•3•27•2•Updated Feb 11, 2026Feb 11, 2026

    • calibration-MOM6

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Feb 11, 2026Feb 11, 2026

    • nemo-spinup-restart

      Public
      Create restart state from ML projection using `nemo-spinup-forecast`
      Python
      •
      MIT License
      •0•1•6•1•Updated Feb 11, 2026Feb 11, 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

    • data-gallery

      Public
      Jupyter Notebook
      •
      Apache License 2.0
      •1•0•11•3•Updated Jan 19, 2026Jan 19, 2026

    • L96_demo

      Public
      Lorenz 1996 two time-scale model for learning machine learning
      Jupyter Notebook
      •
      Other
      •25•58•1•1•Updated Jan 19, 2026Jan 19, 2026

    • benchmark-calibration

      Public
      Jupyter Notebook
      •
      Apache License 2.0
      •0•0•0•0•Updated Jan 18, 2026Jan 18, 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 Nov 27, 2025Nov 27, 2025

    • MOM6

      Public
      Modular Ocean Model
      Fortran
      •
      Other
      •269•3•0•1•Updated Sep 18, 2025Sep 18, 2025

    • SIS2

      Public
      NOAA-GFDL's Sea Ice Simulator version 2
      Fortran
      •
      Other
      •53•0•0•0•Updated Jul 17, 2025Jul 17, 2025

    • CAM-ML

      Public
      Community Atmosphere Model
      Fortran
      •171•1•10•3•Updated Apr 28, 2025Apr 28, 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

    • Samudra

      Public
      Global Ocean Emulator
      Jupyter Notebook
      •
      Apache License 2.0
      •8•21•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•3•11•3•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•5•14•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
      •3•7•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•13•2•0•Updated Feb 20, 2023Feb 20, 2023

    • hub

      Public
      Jupyter Notebook
      •0•1•2•0•Updated Jan 25, 2023Jan 25, 2023

    • pyqg_hackathon_examples

      Public
      Examples for the M2LiNES hackathon!
      Jupyter Notebook
      •0•0•0•0•Updated May 17, 2022May 17, 2022

    • momentum_parameterization

      Public
      Code and associated data with neural network parameterization of momentum
      Jupyter Notebook
      •2•0•0•0•Updated Aug 18, 2021Aug 18, 2021

    • subgrid

      Public
      Jupyter Notebook
      •
      MIT License
      •2•0•0•0•Updated Aug 18, 2021Aug 18, 2021