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CSDMS 2025 Webinars

How to Use Convolutional Neural Networks (CNN) for Spatial Data

Registration link: https://cuboulder.zoom.us/meeting/register/s1CYGXgRSY-AjhAMKW2E4A

Jo Martin
University of Colorado, Boulder, United States
jo.martin@colorado.edu

Abstract
Convolutional Neural Networks have driven a revolution in computer vision and "AI" due to their ability to recognize complex spatial patterns. They are also finding more and more use in the geosciences. In this webinar we will go through what a CNN is, how to implement one using the PyTorch library, and some of the ways that we can interpret them to help our science.

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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

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