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CSDMS 2021: Changing Landscapes and Seascapes: Modeling for Discovery, Decision Making, and Communication

Training Datasets for Modeling with AI across the Deep-Ocean Seafloor

Chris Jenkins
AI/ML Initiative/CSDCS, UC, Boulder, United States
Chris.jenkins@colorado.edu

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Abstract
As agreed at earlier CSDMS forums, the major

impediment in using AI for modeling the deep-ocean seafloor is a lack of training data, the data which guides the AI - whichever set of algorithms is chosen. This clinic will expose participants to globally-extensive datasets which are available through CSDMS. It will debate the scientific questions of why certain data work well, are appropriate to the processes, and are properly scaled.

Participants are encouraged to bring their own AI challenges to the clinic.

Please acknowledge the original contributors when you are using this material. If there are any copyright issues, please let us know (CSDMSweb@colorado.edu) and we will respond as soon as possible.

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Of interest for:

Terrestrial Working Group

Coastal Working Group

Marine Working Group

Education and Knowledge Transfer (EKT) Working Group

Cyberinformatics and Numerics Working Group

Hydrology Focus Research Group

Carbonates and Biogenics Focus Research Group"Carbonates and Biogenics Focus Research Group" is not in the list (Terrestrial Working Group, Coastal Working Group, Marine Working Group, Education and Knowledge Transfer (EKT) Working Group, Cyberinformatics and Numerics Working Group, Hydrology Focus Research Group, Chesapeake Focus Research Group, Critical Zone Focus Research Group, Human Dimensions Focus Research Group, Geodynamics Focus Research Group, ...) of allowed values for the "Working group member" property.

Chesapeake Focus Research Group

Critical Zone Focus Research Group

Human Dimensions Focus Research Group

Geodynamics Focus Research Group

Ecosystem Dynamics Focus Research Group

Coastal Vulnerability Initiative

Continental Margin Initiative

Artificial Intelligence & Machine Learning Initiative

Modeling Platform Interoperability Initiative

River Network Modeling Initiative