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A curated list of tutorials, notebooks, software, datasets, courses, books, video lectures and papers specifically for Artificial Intelligence (AI) use cases in Earth Science.

Maintained by ESIP Machine Learning Cluster. Free and open to inspire AI for Good.

Contributions are most welcome. Please refer to our contributing guidelines, what is awesome?, and Code of Conduct.

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ML-enthusiastic Earth Scientific Questions

Earth SpheresScientific Problems
Geosphere<ul><li>How to identify hidden signals of earthquakes?</li> <li>How to learn the spatio-temporal relationships amonog earthquakes and make predictions based on the relationship?</li> <li>How to capture complex relationships of volcano-seismic data and classify explosion quakes in volcanos?</li> <li>How to predict landslides</li> <li>How to estimate the damage?</li></ul>
Atmosphere<ul><li>How to trace and predict climate change using machine learning?</li><li>How to predict hurricane?</li><li>How to monitor and predict meteorological drought?</li><li>How to detect wildfire early?</li><li>How to monitor and predict air quality?</li><li>How to predict dust storm?</li><li>How to accelerate the model simulation and lower the computing costs?</li></ul>
Hydrosphere<ul><li>How to do high spatio-temporal resoluton waterbody mapping?</li><li>How to get insights of water quality from remote sensing?</li><li>How to monitor, and predict snow melt as a water resource?</li></ul>
Biosphere<ul><li>How to do high spatio-temporal resoluton forest mapping?</li><li>How to do high spatio-temporal resoluton crop mapping?</li><li>How to do high spatio-temporal resoluton animal mapping?</li></ul>
Cryosphere<ul><li>How to do high spatio-temporal resoluton mapping and classification of sea ice?</li><li>How to monitor and predict glacier/ice sheet mass loss?</li></ul>
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Training Data

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Papers

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