Weather Climate
24 resources · page 1 of 1
Aurora (Microsoft)
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Microsoft Aurora GitHub repo: implementation of the Aurora Earth system forecasting model.
Climate Change AI
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Climate Change AI site with curated climate-ML research, a summer school, grants and community events.
Earth2Studio
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NVIDIA Earth2Studio GitHub repo: framework for running AI weather and climate models with data sources.
ECMWF ai-models
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ECMWF ai-models GitHub repo: runs AI weather forecasting models with ECMWF data.
FengWu
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OpenEarthLab FengWu GitHub repo: inference code and weights for the FengWu deep learning weather forecasting model.
FourCastNet
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NVlabs FourCastNet GitHub repo: code, data and weights for the FourCastNet global weather forecasting model.
GraphCast / WeatherNext
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DeepMind weathernext GitHub repo: code for WeatherNext 2, a global medium-range weather and cyclone model.
NASA/IBM Prithvi models (HF org)
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IBM–NASA Prithvi Hugging Face organisation: Earth observation and weather foundation models with fine-tunes.
NeuralGCM
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NeuralGCM GitHub repo: hybrid physics and ML general circulation model for weather and climate.
Open Climate Fix
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Open Climate Fix GitHub organisation: open-source solar generation forecasting and climate ML code.
Open Climate Fix PVNet
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Open Climate Fix PVNet GitHub repo: training and live running of a solar PV generation forecasting model.
Pangu-Weather (Huawei)
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Pangu-Weather GitHub repo: official Huawei implementation and weights for medium-range weather forecasting.
Prithvi WxC
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NASA-IMPACT Prithvi WxC GitHub repo: implementation of the Prithvi weather and climate foundation model.
Climate Change AI tutorials
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Climate Change AI tutorials pairing machine-learning methods with concrete climate problems, with notebooks.
ECMWF AIFS
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ECMWF page on AIFS, its operational machine-learning weather forecasting system, with model versions and open data access.
AIFS paper (ECMWF)
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arXiv paper (2024) describing AIFS, ECMWF's data-driven weather forecasting system.
Aurora
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arXiv HTML version of the Aurora paper (2024) on a foundation model of the atmosphere.
ClimaX
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ICML 2023 paper ClimaX: a foundation model for weather and climate.
FuXi Weather
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arXiv PDF (2024) of FuXi Weather, an end-to-end ML system forecasting directly from raw observations.
GenCast paper
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arXiv paper (2023) introducing GenCast, a diffusion-based ensemble model for medium-range weather forecasting.
GraphCast paper
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arXiv paper (2022) introducing GraphCast, a graph neural network for medium-range global weather forecasting.
NeuralHydrology
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NeuralHydrology site: research blog and library for neural networks in rainfall-runoff and hydrological modelling.
Accurate medium-range global weather forecasting with 3D neural networks (Pangu-Weather)
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Nature paper (2023) on Huawei's Pangu-Weather, medium-range forecasting with 3D neural networks.
Anemoi
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Anemoi documentation: ECMWF-led framework for building data-driven weather forecasting models, from data to inference.