Jordi Bolibar

icon indicating a website link jordibolibar.org icon indicating an email [email protected]

icon company CNRS - IGE icon location Grenoble (France) icon location CNRS Research Scientist working at IGE. Glaciers, climate and scientific machine learning

Results 34 issues of Jordi Bolibar

Update docstrings following SciML style

Before finishing documentation, verify that docstrings follow the right style from SciML as inspiration.

documentation

Design interface to target given parameters or subparts of equations for (functional) inversions

We need to think a smart way to design an interface to specify which parameters or subparts of the equation need to be targeted for either parameter inversions or functional...

enhancement

Fully migrate from `Flux.jl` to `Lux.jl`

Follow the migration to Lux.jl from #151, we should remove legacy code from Flux.jl related to the `DataLoader`. Something similar exists with MLutils.jl.

enhancement

Try KANs in UDEs

We should investigate the use of [Kolmogorov-Arnold Networks](https://arxiv.org/abs/2404.19756) to train UDEs. This could improve training time, and most importanty, increase interpretability of the learnt function. This should be soon available...

enhancement