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Physics-based weather modules have usually been in Fortran. There are machine learning frameworks in Fortran, such as
https://github.com/modern-fortran/neural-fortran
https://github.com/BerkeleyLab/fiats
https://github.com/nedtaylor/athena
and interfaces to deep learning frameworks like Keras https://github.com/scientific-computing/FKB