Senior Algorithm Engineer (Phase Retrieval)

AIM Solutions
Eindhoven, Netherlands
2 days ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Expert
Working hours
Regular working hours
Languages
English
Job source

Tech stack

Clean Code Principles Big Data Nvidia CUDA Computer Programming General-Purpose Computing on Graphics Processing Units Python (Programming Language) Machine Learning Tensorflow Pytorch Linux Development

Job description

  • Develop and maintain our GPU-accelerated computational imaging engine for phase retrieval
  • Improve reconstruction quality, convergence, and robustness across varied and imperfect datasets
  • Design and implement new reconstruction methods: physics-based differentiable forward models, regularization and constraint schemes for ill-posed problems, and support for new acquisition modes
  • Translate methods from the literature and from our own ideas into tested, performant code
  • Use physical insight into the optical system to decide how to change the algorithm so that results improve
  • Profile and optimize the engine for GPU performance on large datasets

Requirements

  • A PhD, or equivalent research depth from industry, in a physics-heavy or numerically heavy field
  • Several years developing numerical or scientific algorithms, ideally in imaging, inverse problems, or a comparable domain
  • Strong numerical optimization, both gradient-based and iterative methods
  • Working knowledge of Fourier optics and wave-propagation physics
  • Strong Python and array programming, with experience in GPU frameworks such as JAX, PyTorch, TensorFlow, or CUDA
  • You write tested, maintainable code that others can build on
  • You can reason from physics to algorithm and back, and judge what will improve a reconstruction
  • Technical curiosity; we will teach you the specifics of our computational imaging approach
  • Full professional proficiency in English

Bonus experience in any of these:

  • Phase retrieval, coherent diffractive imaging, holography, or tomography
  • Physics-informed machine learning, differentiable forward models, automatic differentiation
  • Regularization and constrained optimization for ill-posed inverse problems
  • High-performance and GPU computing with performance profiling
  • Linux development environments

Benefits & conditions

This is a senior, research-to-production role. We expect a track record of taking new methods from concept to working, maintained code that runs in a real instrument.

  • Ownership of the reconstruction algorithms at the heart of a tool that does not exist anywhere else yet
  • Small team, short feedback loops, an open environment to have real impact
  • Competitive salary for the Dutch market

Apply for this position

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