Experience
Professional experience
– 2 yrs 4 mos
Research assistant, AI and data engineering
Institute for Biomedical Informatics, Uniklinik Köln
- Took a clinical imaging platform from a Python prototype to production on InterSystems IRIS for Health, with DICOM and FHIR workflows. It handles more than 10,000 DICOM objects a day.
- Built the cohort search that radiologists and their data scientists run on their own imaging data, a Dash and FastAPI app behind Keycloak sign-in. With it, Uniklinik Köln became one of five hospitals in Germany that can deliver radiological data through the FDPG portal.
- Co-developed WavePrep, the institute's open-source tool that turns ICU waveform recordings into datasets ready for machine learning. Worked from the issues its researchers filed: designed and shipped record selection by clinical criteria and Croissant metadata export, and reworked the visual report for checking each processing step.
- Cut WavePrep's configuration down once they had tried it: removed the parameters they found confusing, reduced the ventilation filter to four settings, and documented the rest.
- Benchmarked five model architectures on five clinical datasets, where multi-task learning beat the single-task baselines by 35% in accuracy. Then measured, across eight patient cohorts, how much a shift in the data costs a model in error.
- Wrote up the work with clinicians and data scientists in two peer-reviewed publications, and trained 25 researchers in reproducible data management.
Education
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M.Sc. Data Science
TU Dortmund, Germany
My thesis, Stable Diffusion for BayesFlow, was on probabilistic diffusion models for simulation-based inference.
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B.Tech. Computer Science and Engineering
PVPSIT, Vijayawada, India
Hackathons
Eleven across Germany and Europe in 2025 and 2026, with four awards among them. Here are a few, and one from earlier.
{Tech: Europe} AI Hackathon
Munich
Track winner
Four of us built NegoatAI over a weekend. It won the Kontext track, for the best use of Kontext.dev.

27 Oct 2025View on LinkedIn SBC 2025 Awards
CONF3RENCE 2025
2nd place · €20,000
Our team, BONKchain, came second and took home €20,000.

12 Sep 2025View on X Startup Camp Bremen
Winner
I joined a team at the camp and we won. That team is now a company, Insytes.
National Level Hackathon
VIT-AP University
3rd prize
We came third. The university's film of the event shows the prize.
After movieWatch on YouTube