Professional Experience

Senior Data Scientist — Corpuls (2020–Present)

  • Lead development of multimodal ML models for predicting defibrillation outcomes.
  • Designed transformer-based architectures for noisy physiological time-series.
  • Conducted experimental validation in collaboration with clinical partners.
  • Supervised MSc theses on deep learning for cardiac signal modeling.

Research Affiliate — Mälardalen University (2024–Present)

  • Research on diffusion-based and symmetry-aware generative models.
  • Supervision of PhD research in Clifford neural networks.

System Engineer — Max Planck Institute (2017–2019)

  • Developed satellite-based wildlife tracking communication systems via ISS.
  • Designed FPGA-based radio modules and validation pipelines.

Senior Research Scientist — ResMan (2012–2019)

  • Led C++ development for reservoir monitoring systems.
  • Implemented PDE-based modeling and uncertainty quantification (PCE).