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Welcome to Differentiable programming in Julia for Earth system modeling (DJ4Earth)

What is DJ4Earth

Welcome to the NSF CSSI "Collaborative Research - Frameworks - Convergence of Bayesian inverse methods and scientific machine learning in Earth system models through universal differentiable programming". It comprises a team from the University of Texas at Austin, MIT, the University of Chicago, the University of Colorado, Boulder, Dartmouth College, and Argonne National Lab.

What is DJ4Earth
Oden Institute
MIT Julia Lab
MIT Julia Lab
ANL
Github

Research

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Enabling differentiable programming in scientific machine learning for Earth system modeling

Developing general-purpose automatic differentiation in Julia.

Differentiable programming in Earth system modeling.

Supported by the NSF Cyberinfrastructure for Sustained Scientific Innovation (CSSI) program