Pangeo ML Datasets
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Preprocessed Datasets
AI for Earth System Science Summer School Hackathon
AMS Solar Energy Prediction Contest
AQ-Bench: A Benchmark Dataset for Machine Learning on Global Air Quality Metrics
CAMELS: CATCHMENT ATTRIBUTES AND METEOROLOGY FOR LARGE-SAMPLE STUDIES
ClimateNet: an expert-labelled open dataset and Deep Learning architecture for enabling high-precision analyses of extreme weather
CloudCast: A large-scale dataset and baseline for forecasting clouds
CUMULO: a benchmark dataset for training and evaluating global cloud classification models
Deepti: Deep-Learning-Based Tropical Cyclone Intensity Estimation System (+ Competition)
EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts
The ExtremeWeather Dataset
FlowDB: A new large scale river flow, flash flood, and precipitation dataset
How Much Did It Rain I and II
MeteoNet, an open reference weather dataset by METEO FRANCE
Neural Networks for Postprocessing Ensemble Weather Forecasts
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery
SEVIR Dataset
SVRIMG - SeVere Reflectivity IMaGe Dataset
TAASRAD19, a high-resolution weather radar reflectivity dataset for precipitation nowcasting
Understanding Clouds from Satellite Images
VALUE: A framework to validate downscaling approaches for climate change studies
WeatherBench: A Benchmark Data Set for Data‐Driven Weather Forecasting
s2s-ai-challenge
Template
Raw datasets
CMIP6
ERA5
TIGGE
Hybrid ML-Physics Models
Lorenz ‘63
Lorenz ‘96
Index