AI2 Climate Modeling @ai2_climate
Climate modeling group at @allen_ai helping to make climate models faster and better. A project in partnership with GFDL. allenai.org/climate-modeli… Seattle, WA Joined December 2021-
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Happy to share the entry on the @allen_ai blog about our team's AI climate emulator, and the talk that @gideoknite will give at Saturday's NeurIPS climate change workshop
Happy to share the entry on the @allen_ai blog about our team's AI climate emulator, and the talk that @gideoknite will give at Saturday's NeurIPS climate change workshop
Daniel Rothenberg @danrothenberg
2K Followers 2K Following Tech-evangelizing Atmospheric Scientist | Python | AI/ML/Wx/Climate | Science Policy | Formerly Tech Lead @Waymo, Chief Scientist @tomorrowio_, @eapsMIT
Ryan Abernathey @rabernat
7K Followers 2K Following Co-founder and CEO @EarthmoverHQ | Professor @columbia @lamontEarth | @pangeo_data steering council member (he / him)
Zack Labe @ZLabe
66K Followers 1K Following Climate Scientist (Atmospheric) PhD | Postdoc at @Princeton and @NOAA_GFDL | Sharing data-driven stories | He/Him | Views my own
Oliver Watt-Meyer @oliwm
435 Followers 232 Following Lead Research Scientist for Climate Modeling @allen_ai | Previously postdoc @UW | PhD @UofT | Opinions my own
Randy Chase @DopplerChase
2K Followers 2K Following | Research Scientist @CIRA_CSU | Atmos AI Architect | μ-wave Nephologist ☁️ | Atmos PhD @UofIllinois | @Brockport Alum | ❤️ @bbraun99 | #BillsMafia | he/him |
Mike Pritchard @SciPritchard
2K Followers 875 Following Director of Climate Simulation Research for NVIDIA, Associate Prof at UC Irvine. Enthused about Earth system science, HPC, machine learning. Views are my own.
Robert Jnglin Wills @ClimateAnomaly
2K Followers 1K Following Assistant Professor of Climate Dynamics @ETH_en interested in atmosphere-ocean dynamics of climate variability & change; nature enthusiast; amateur photographer
Dr. Daniel Swain @Weather_West
103K Followers 3K Following Climate scientist-communicator focused on extreme events like floods, droughts, & wildfires on a warming planet.
Milan Klöwer @milankloewer
3K Followers 4K Following Climate scientist @MIT, PhD @UniofOxford. #JuliaLang, open source, low carbon, free education, vegan, 🗻+🚲+coop🏡. Cars ruin cities. *354ppm he|him
Tom Nicholas @TEGNicholasCode
629 Followers 710 Following OSS for science, #python, @pangeo_data, core dev @xarray_dev. Ex-fusion plasmas, oceanography @columbia, now @_cworthy (Other climate stuff @TEGNicholas)
Noah Brenowitz @NoahBrenowitz
640 Followers 245 Following Atmospheric Scientist, Machine learner, Opinions my own
Dr. Marysa Laguë @marysalague
841 Followers 2K Following Climate scientist @CompHyd_Earth exploring how land changes modify the atmosphere; incoming Asst. Prof. at @UUtah July 2023 🌳🌦🌎 @[email protected]
Luke Madaus @lmadaus
661 Followers 446 Following Meteorologist and Senior Manager for Global Climate Research and Development @jupiterintel. Novice woodworker. Here to help. Thoughts and opinions are my own.
Allen Institute for A.. @allen_ai
54K Followers 361 Following AI for the Common Good. › Join us: https://t.co/DqTs1G4bGO › Get our newsletter: https://t.co/tvb1VpySfL
Dr. Amy McGovern @profamymcgovern
2K Followers 1K Following Computer Science/Meteorology Professor, Fellow @ametsoc, Director @ai2enviro, mom @wrmf_, #wxtwitter #ArtificialIntelligence @[email protected]
Gavin Schmidt @ClimateOfGavin
68K Followers 743 Following Climate scientist, occasional juggler, even more occasional author, curious about how the world works. "A despicable cad" - Anthony Watts
Aaron Hill @DrAaronHill
1K Followers 1K Following Christ follower/Husband of @graceshapedsong/ Father/ Meteorologist/ Assist. Prof. @ousom / @Atmo_TTU and @UWAtmosSci Alum/ Avid golfer/ Zec 4:10/ he/him
Stephan Hoyer @shoyer
8K Followers 753 Following Staff engineer at Google Research building ML weather/climate models. Creator of @xarray_dev and scientific Python contributor. He/him
ELLIS Unit Jena @Ellis_Unit_Jena
840 Followers 526 Following We focus on developing and applying #AI #ML in earth system, climate and environmental research. @ELLISforEurope
Dr. Ramesh Ragala @rameshragala
20 Followers 120 Following Working as Scientist in India Meteorological Department, New Delhi
Moti Gupta @gupta_moti18498
2 Followers 179 Following
Arnold Kazadi @arnoldnyamabo
7 Followers 296 Following
rif @Ri32285Work
11 Followers 45 Following
劉正欽(Cheng-Chin .. @ai_cwbnwp
1 Followers 16 Following Research Scientist at @ Central Weather Administration | data science | numerical weather prediction | machine learning
100 Climate Messages @climatemessages
49K Followers 54K Following We need urgent, ambitious action on the climate. Without it, we’ll reach the tipping point and climate change will be unstoppable. Pass the message on.
Angelo Varlotta @ange.. @varl42
2K Followers 2K Following ... interested in applied ml, sustainability, AI governance. Volunteer @climatematch/@neuromatch Professional Development.
Minchan Jeong @mc_jeong
79 Followers 175 Following Currently at @kaist_ai for Ph.D course. B.S at physics and mathematics in SNU.
Theo Christoudias @tchristoudias
284 Followers 440 Following Earth System Modelling, Air Quality, High Performance Computing @EMMECARE @CyprusInstitute
Anthony Meza @AnthonyPMeza
117 Followers 335 Following Physical Oceanography PhD student @ MIT-WHOI interested in climate dynamics, statistics and data science
Florescence ⭐ @ehemflo
54 Followers 301 Following
jake bolewski @jakebolewski
54 Followers 431 Following
Pierre-Louis Lemaire @plouislemaire
0 Followers 20 Following
Adyaksa B. Raharja @adyaksa_raharja
81 Followers 137 Following
Jess Robertson @jesserobertson
423 Followers 936 Following Chief data scientist at https://t.co/S7v3lY3bCw
Gustave Ud @gudahemuka
392 Followers 5K Following
Odewale Abayomi @ODEWALEAbayomi
526 Followers 2K Following @UNCCDYouth Focal Point Sust. Land | Civil Engineer | Writing AlumFellow @AfricanLiberty | Curator 🌏 @Globeopp Blog |Climate advocate | Global Citizen |
www @genosmithlover1
25 Followers 59 Following
🌴So Cal Gurl8384�.. @thuber88838
46 Followers 380 Following I'm from Southern California bby! I 🩷 music, video games, & Game of Thrones. DM me and let's see what happens!... 💋
Nicolas Ramirez @NicolasRamirex
66 Followers 404 Following Industrial PhD at @SyddanskUni. Additive Manufacturing research as an alternative in the constitution industry.
Md Rabiul Islam @MdRiyadrobi
207 Followers 2K Following Hi ,I am a Professional Digital Marketing expert|💻 Social media management, Facebook ads, Google ads ,LinkedIn lead generation Specialist.
Marvin Gabler @MarvinGabler
89 Followers 528 Following swole techno optimist, co-founder @ https://t.co/3ldLWkSJPt, building a magic crystal ball | Zurich / Berlin
FAITH lN JESUS CHRIST @dabaalwayswinn1
218 Followers 3K Following Evangelist, Researcher and Consultant
Lois Leal @lbleal1
659 Followers 2K Following AI/CV/Data Science @PhilSpaceAgency | Computer Vision, Robotics, and Machine Learning MSc @cvssp_research | Numbers 13:30
John Wong @ChiHoWONG19
45 Followers 141 Following
EDS Book | fosstodon... @eds_book
291 Followers 271 Following A computational notebook community supporting the publication of #open #collaborative #reproducible #transparent Environmental science 🌎 Tweets by @alejo_coca
Rodrigo Rafael @Rodri_Rafael
126 Followers 871 Following
Sodiq Jinad @Jay_Sordhiq
166 Followers 707 Following Data Science || Machine Learning || Data4SDGs || Climate Action || Ailurophile || BVB
Genevie Greer @GenevieG10052
3 Followers 1K Following
Winston Soetosenojo @WSoetosenojo76
3 Followers 119 Following
Shruti @shruti_kakade_
884 Followers 4K Following CS Engineer @PunePict studying MSc @thehertieschool Working student in #legaltech Member @governancepost Data| Tech| Ethics| Public Policy
akshay sunil @akshaysunil172
270 Followers 1K Following Hi, I am Akshay Sunil pursuing my Ph.D. in water resources engineering @IITBombay.I work on adaptive operations of large-scale water resources infrastructures.
tridatta @tridatta1
666 Followers 530 Following Polar scientist at CU Boulder. Find me at @[email protected] @tridatta.bsky.social
Jennifer Longoria @J_Lon_go_ria
4 Followers 46 Following Hi, I'm Jennifer Longoria, a versatile model with a passion for runway, editorial, and commercial work. Let's bring your vision to life together!
Mona McNeely @Mcn_ee_ly_Mon
2 Followers 50 Following Hi there! I'm Mona McNeely, passionate about freezing moments in time. Specializing in portraits, events, and landscapes.
ML in Hydroclimate Sc.. @ML_HydroClimate
18 Followers 123 Following
Beau Dodson @BeauDodson
16K Followers 16K Following Broadcast meteorologist. Bachelor of Science. Atmospheric scientist. SE MO, south IL, west KY, & NW TN. https://t.co/j7nPqKny7z Climate and Social activist.
Lorenzo Zampieri @ZampieriLorenzo
235 Followers 423 Following Junior Scientist at Euro-Mediterranean Center on Climate Change @CmccClimate. Previously @AWI_Media and @NCAR_Science. Views are my own. He/him/his.
jsvzei @jsvzei
14 Followers 78 Following
Raymond Oluoch @rOluochKe
522 Followers 5K Following Software engineer transforming concepts into code, driven by innovation and a passion for problem-solving.
Nakul Gupta @nakulguptamdi
343 Followers 1K Following Researcher | Professor | MDI | Stanford |World Bank | Enfield Lover | Foodie| GoT Follower| RTs != Endorsement
hillson ghimire @hillsonghimire
190 Followers 785 Following 🇳🇵 📡 Researcher | Asian Institute of Technology @GICAIT https://t.co/yWBTXq8IQD
Hyomin Kim @hyomin126
55 Followers 488 Following MS-PhD integrated @ POSTECH advised by Prof. Sungsoo Ahn. I'm interested in implicit neural representations, geometric deep learning, and graph neural networks.
Oliver Watt-Meyer @oliwm
435 Followers 232 Following Lead Research Scientist for Climate Modeling @allen_ai | Previously postdoc @UW | PhD @UofT | Opinions my own
Noah Brenowitz @NoahBrenowitz
640 Followers 245 Following Atmospheric Scientist, Machine learner, Opinions my own
Allen Institute for A.. @allen_ai
54K Followers 361 Following AI for the Common Good. › Join us: https://t.co/DqTs1G4bGO › Get our newsletter: https://t.co/tvb1VpySfL
Gideon Dresdner @gideoknite
173 Followers 432 Following Research Scientist at AI2 Climate Modeling PhD ETH Zurich Unordered list: computers, ML, 🪕, books
LEAP-STC @LeapStc
1K Followers 347 Following Revolutionizing climate projections by integrating climate and data science, through innovation, diversity, legacy, and impact.
Oliver Fuhrer @ofuhrer
326 Followers 706 Following Husband and dad. Working @allen_ai at cross-section between #climate and #hpc. Mountain fanatic. Ranging from optimistic to sarcastic. Views my own.
Brian Henn @BrianMHenn1
80 Followers 33 Following hydrologist, data scientist, engineer, new(ish) parent
Anna Kwa @AnnaKwawawa
66 Followers 94 Following
Jeremy McGibbon @jeremy_mcgibbon
628 Followers 501 Following Researcher and PhD, using machine learning and software engineering to improve climate models. mastodon: [email protected]
Spencer Clark @spencerkclark
40 Followers 869 FollowingWas interesting to see how well a simple ML approach could learn skillful climate model cloud patterns that could improve coarse-grid model climate
See another newly published article, led by @BrianMHenn1, where we machine-learn cloud properties (from a 3 km reference simulation) needed for unbiased radiative fluxes in coarse-resolution FV3GFS (200 km). ⛅ doi.org/10.1029/2023MS…
We're delighted to extend hearty congratulations to the AI2 Outstanding Intern of the Year recipients for 2023! Henry Herzog, Wenting Zhao (@wzhao_nlp), and Yue Yang (@YueYangAI) made exceptional contributions to the team. Learn more about our winners: allenai.org/outstanding-in…
Improved weather forecasting is known as the "quiet revolution" by meteorologists, & for good reason. AI is helping generate forecasts faster and could take models beyond weather prediction. @ScienceMagazine spoke w/AI2's Chris Bretherton & other experts: science.org/content/articl…
Excited to share that I've just started a summer internship @ai2_climate @allen_ai w/ @BrianMHenn1, Chris Bretherton & team! I'm really looking forward to pushing the limits of ML for real-world climate simulations! I'm in Seattle (proof below ;)... Hit me up if you're around!
This commentary by Chris Bretherton gives a great overview of the current challenges faced by ML-based climate models.
Finally, check out a commentary by our team's director, Chris Bretherton, on the next horizon for ML in climate modeling. essopenarchive.org/users/537559/a…
From our group, a working implementation of one of the tantalizing promises of ML and earth system models -- emulating a complex physical parameterization. This is hard to do in a way that works inside a real forecast model.
We found we could achieve stable online simulations with high skill for at least 1-year of integration by tailoring the ML architecture to adhere to underlying scheme, mainly through adding the priors: condensation is local and rain falls down.
I'm glad this is finally submitted! It's been a long path full of model crashes and unreasonably large cloud condensate values. With physical reasoning and a bit of trial and error, we got a great result. 💪🏼🏁 Props to @jacnugent @NoahBrenowitz for their part in this work
Next up! Here's a pre-print stemming from one of our first summer's internship projects (w/ @jacnugent), where we fully emulate the Zhao-Carr microphysics scheme in FV3GFS. 🌧️🌨️☁️ essopenarchive.org/users/546010/a…
Today we're thrilled to announce our new undertaking to collaboratively build the best open language model in the world: AI2 OLMo. Uniquely open, 70B parameters, coming early 2024 – join us! blog.allenai.org/announcing-ai2…
Looking forward to another successful internship program on the @ai2_climate team! Encourage those in earth science and machine learning to apply
🚨🌎🌦🤖 Applications now open for summer 2023 internships on the @allen_ai Climate Modeling team! Come hone your data science, climate modeling and software dev skills on a vitally important application of machine learning and artificial intelligence. boards.greenhouse.io/thealleninstit…
This work is really exciting! To improve on our ML climate model correction technique, we detect when individual columns in a simulation are outside the training distribution and turn off the ML correction for these samples. Result: ✅ better stability ✅ less biased climate
Finally, at the @ClimateChangeAI workshop on Dec 9, intern Clayton Sanford shares results on using novelty detection to increase the stability and accuracy of ML-corrected climate model simulations. arxiv.org/abs/2211.13354
We are hiring! Taking applications until Nov 15 for a Research Scientist in Machine Learning for Climate Modeling on the @ai2_climate team. boards.greenhouse.io/thealleninstit… #machinelearning #research @allen_ai
Get those applications in to come work with me(!) and the great @ai2_climate team (!!). We've got some fun research areas lined up for the next year. Help us push the envelope on what's possible in Climate x ML! @BlkinGeoscience @GeoSpaceLatinx @GeoLatinas #SACNAS
🚨🚨We are seeking applicants for a full-time research scientist position on the climate modeling team at AI2! Come work with an excellent team at the forefront of the discipline trying to improve Wx/climate models with ML. Deadline of Nov. 15. Details 👉 boards.greenhouse.io/thealleninstit…
Come join us in improving weather and climate models with machine learning! Based in Seattle, fully remote option available. My DMs are open if you have any questions.
🚨🚨We are seeking applicants for a full-time research scientist position on the climate modeling team at AI2! Come work with an excellent team at the forefront of the discipline trying to improve Wx/climate models with ML. Deadline of Nov. 15. Details 👉 boards.greenhouse.io/thealleninstit…
Our team is hiring a Research Scientist! Join our collaborative and cutting edge research program. Looking for folks with substantial machine learning experience and familiarity with numerical modeling. Please share widely. DM if you have any questions.
🚨🚨We are seeking applicants for a full-time research scientist position on the climate modeling team at AI2! Come work with an excellent team at the forefront of the discipline trying to improve Wx/climate models with ML. Deadline of Nov. 15. Details 👉 boards.greenhouse.io/thealleninstit…
I attended a workshop on ML and Earth System Modeling a few months ago. @aspenglobal did an amazing job hosting and recording the talks, which are now available online. Great resource to learn about latest work across many groups and applications. agci.org/workshops/7014…
New paper! This is what we've been working on for the past 3 years at the @ai2_climate DSL team: a Python-based version of NOAA's FV3 dynamical core that runs fast on GPU supercomputers! egusphere.copernicus.org/preprints/2022…
No more excuses for writing weather and climate models in Fortran! 🤷♂️ Our @EGU_GMD paper showing it‘s possible in Python and some of the cool stuff this enables (e.g. run on GPU-accelerated supercomputers) is out as a preprint 😎 @allen_ai @ai2_climate egusphere.copernicus.org/preprints/2022…
New paper using machine learning to parameterize physics in multi-year simulations! Cool stuff!
Have a look at our latest preprint! In this work we extend our corrective ML approach described in Bretherton et al. (2022) to multi-year simulations in multiple climates. essoar.org/doi/abs/10.100…
Cool work from our group out now: use a range of perturbed climates as training data for ML to improve coarse GCM forecasts
Have a look at our latest preprint! In this work we extend our corrective ML approach described in Bretherton et al. (2022) to multi-year simulations in multiple climates. essoar.org/doi/abs/10.100…
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