M²LInES is a large international collaborative project with the goal of improving climate projections using scientific & interpretable Machine Learning.

The World
Joined July 2021
🚀 Want to learn about the first AI Global Ocean Emulator for Climate that is 150x faster than a numerical model? Check out our blog post on Samudra! tinyurl.com/Samudra-AI
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In 2020, we asked researchers: what would it take to make climate models better? 9 teams set out to improve how we see and model every layer of our climate system. Here are just a handful of major discoveries from 5 years of the Virtual Earth Systems Research Institute (VESRI).
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M²LInES retweeted
🌍 Announcing SamudrACE, our AI climate emulator built so scientists & planners can run “what-if” climate experiments quickly. Traditional models are slow and costly; SamudrACE makes high-quality simulations fast & more accessible. 🧵
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Excited to share SamudrACE, the first 3D AI ocean–atm–sea-ice #climate emulator! 🚀 Simulates 800 years in 1 day on 1 GPU, straight from your laptop 👩‍💻 Collaboration with @allen_ai and GFDL, advancing #AIforScience with #DeepLearning. tinyurl.com/Samudrace
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🌊 New in our June newsletter: 🧠 Verma et al. use deep learning to reduce surface ocean biases 🌐 Darman et al. boost ocean model generalization with transfer learning ➕ More updates & news! Read: mailchi.mp/105744018d4b/m2li… #OceanScience #ML #ClimateModeling
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🚨 We’re hiring a postdoc @NYU_Courant & @NYUDataScience to build #AI foundation model for ocean & atmosphere 🌊☁️ as part of #M2LInES! Work with Profs. @ZannaLaure,Joan Bruna & Carlos Fernandez-Granda. Apply: apply.interfolio.com/167915 #MLforScience #ClimateAI #PostdocJobs
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Novel technique to stabilize emulators, Sea-ice predictions, and the best future path for climate modeling by @ZannaLaure: those are all in our M²LInES April newsletter and much more! ➡️ mailchi.mp/efd79c6eae08/m2li…
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CDS researchers built Samudra, an AI ocean emulator that runs 150x faster than traditional models. Unlike past AI attempts, it stays stable for centuries. Developed at @M2LInES by Laure Zanna, Carlos Fernandez-Granda, & others. nyudatascience.medium.com/sa…
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🚨 March Newsletter is out now! 🚨 mailchi.mp/14656511dff3/m2li… Check out our latest updates: 🔬 A new study by postdoc Alex Connolly on the power of Physics-Informed Machine Learning 🌊 How Machine Learning is used to improve sea surface height prediction and more!
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Congratulations to Laure Zanna (@laurezanna), who has been appointed as the inaugural recipient of the Joseph B. Keller and Herbert B. Keller Professorship in Applied Mathematics by the University Provost and the Board of Trustees. Read more here: cims.nyu.edu/dynamic/news/14…
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M²LInES retweeted
🚀 Want to learn about the first AI Global Ocean Emulator for Climate that is 150x faster than a numerical model? Check out our blog post on Samudra! tinyurl.com/Samudra-AI
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Samudra - our AI Global Ocean Emulator - can run for multiple centuries in a realistic configuration with time-dependent forcing maintaining stability and accuracy. Read about in our blog post: tinyurl.com/samudra-ai and full paper: doi.org/10.48550/arXiv.2412.…
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Happy new year from M²LInES ! Our January newsletter is out ➡️ mailchi.mp/9d6e3eddad27/m2li… Featuring our recent blogpost about our AI Global Ocean Emulator for Climate @laurezanna , article by @WillEricChapman, and more news!
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This month's M²LInES newsletter showcases all our talks and posters @theAGU conference next week! If you are going, make sure to add them to your schedule. ➡️mailchi.mp/235bd85ebd4d/m2li… @laurezanna @_the_iceman @PierreGentine
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Happy Friday! Take a coffee break ☕️ and peruse our November newsletter ➡️ mailchi.mp/a09da1ac61a1/m2li… featuring Lorenzo Zampieri, Jia-Rui Shi, @laurezanna and more!
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M²LInES retweeted
📢Check out this POSTDOC OPPORTUNITY @ LEAP + @LamontEarth! 🌊Work w/@BalwadaDhruv on ?s re: #ocean macroturbulence-flow @ scales of 1-100km, which play an important role in lateral + vertical transport of ocean tracers. (Tent. start: 1/1/2025) Apply: academic.careers.columbia.ed…
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M²LInES has a LinkedIn page! Please follow us on there ➡️ linkedin.com/company/m2lines…
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