weather & climate: 24 curated resources
weather & climate
24 resources · page 1 of 1
Aurora (Microsoft)
by Microsoft
Microsoft Aurora GitHub repo: implementation of the Aurora Earth system forecasting model.
Climate Change AI
Climate Change AI site with curated climate-ML research, a summer school, grants and community events.
Earth2Studio
NVIDIA Earth2Studio GitHub repo: framework for running AI weather and climate models with data sources.
ECMWF ai-models
by ECMWF lab
ECMWF ai-models GitHub repo: runs AI weather forecasting models with ECMWF data.
FengWu
by OpenEarthLab
OpenEarthLab FengWu GitHub repo: inference code and weights for the FengWu deep learning weather forecasting model.
FourCastNet
NVlabs FourCastNet GitHub repo: code, data and weights for the FourCastNet global weather forecasting model.
GraphCast / WeatherNext
DeepMind weathernext GitHub repo: code for WeatherNext 2, a global medium-range weather and cyclone model.
NASA/IBM Prithvi models (HF org)
by IBM-NASA Prithvi Models Family
IBM–NASA Prithvi Hugging Face organisation: Earth observation and weather foundation models with fine-tunes.
NeuralGCM
by neuralgcm
NeuralGCM GitHub repo: hybrid physics and ML general circulation model for weather and climate.
Open Climate Fix
Open Climate Fix GitHub organisation: open-source solar generation forecasting and climate ML code.
Open Climate Fix PVNet
Open Climate Fix PVNet GitHub repo: training and live running of a solar PV generation forecasting model.
Pangu-Weather (Huawei)
by Lingxi Xie
Pangu-Weather GitHub repo: official Huawei implementation and weights for medium-range weather forecasting.
Prithvi WxC
by Office of Data Science and Informatics
NASA-IMPACT Prithvi WxC GitHub repo: implementation of the Prithvi weather and climate foundation model.
Climate Change AI tutorials
Climate Change AI tutorials pairing machine-learning methods with concrete climate problems, with notebooks.
ECMWF AIFS
by European Centre for Medium-Range Weather Forecasts (ECMWF)
ECMWF page on AIFS, its operational machine-learning weather forecasting system, with model versions and open data access.
AIFS paper (ECMWF)
arXiv paper (2024) describing AIFS, ECMWF's data-driven weather forecasting system.
Aurora
by Cristian Bodnar et al. (Microsoft)
arXiv HTML version of the Aurora paper (2024) on a foundation model of the atmosphere.
ClimaX
by Tung Nguyen et al. (UCLA and Microsoft Research)
ICML 2023 paper ClimaX: a foundation model for weather and climate.
FuXi Weather
by Xiuyu Sun et al. (Fudan University)
arXiv PDF (2024) of FuXi Weather, an end-to-end ML system forecasting directly from raw observations.
GenCast paper
by Ilan Price et al. (Google DeepMind)
arXiv paper (2023) introducing GenCast, a diffusion-based ensemble model for medium-range weather forecasting.
GraphCast paper
by Remi Lam et al. (Google DeepMind)
arXiv paper (2022) introducing GraphCast, a graph neural network for medium-range global weather forecasting.
NeuralHydrology
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)
by Kaifeng Bi et al. (Huawei Cloud)
Nature paper (2023) on Huawei's Pangu-Weather, medium-range forecasting with 3D neural networks.
Anemoi
Anemoi documentation: ECMWF-led framework for building data-driven weather forecasting models, from data to inference.