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Well hello there, I'm Louis! 👋

I'm a PhD Candidate in Astronomy at The University of Sydney working with my supervisors Peter Tuthill and Benjamin Pope.

My research is focused around advancing the way we approach modelling optical systems, aiming to integrate the huge advancements in Machine Learning of the last decade into optical sciences through the use of Automatic Differentiation. I aim to develop new softwares, tools and methods that harness these ideas in order to advance the field as a whole, as well as applying these ideas to the Toliman Space Telescope and JWST.

Please don't hesitate to contact me about project collaboration at [email protected]!

Software:

I'm deeply passionate about open-source software and its ability to precipitate multi-disciplinary scientific advancement. Presently I am leading the development of two packages:
  • ∂Lux: An open-source, fully differentiable, GPU accelerated optical modelling framework.
  • Zodiax: An open-source framework for object-oriented Jax as an extension of Equinox for scientific application.

Louis Desdoigts's Projects

dlux icon dlux

Differentiable optical models as parameterised neural networks in Jax using Zodiax

equinox icon equinox

Elegant easy-to-use neural networks in JAX. https://docs.kidger.site/equinox/

fae icon fae

Forwards Amortise Inference Examples

fao icon fao

Forwards Amortised Optimisation

jax icon jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

jax-md icon jax-md

Differentiable, Hardware Accelerated, Molecular Dynamics

lineax icon lineax

Linear solvers in JAX and Equinox. https://docs.kidger.site/lineax

notebooks icon notebooks

Place to upload notebooks for people to view

numpy-stl icon numpy-stl

Simple library to make working with STL files (and 3D objects in general) fast and easy.

showyourwork icon showyourwork

Fully reproducible, open source scientific articles in LaTeX.

zodiax icon zodiax

Object-oriented Jax framework extending Equinox for scientific programming

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