Scientific machine learning
Designing and validating models for proteomics, remote sensing, 3D data, and high-throughput research workflows.
Research software · AI · Data systems
I connect theory, infrastructure, and software to ship complex systems.
My breadth spans software, hardware, cloud, IoT, biology, GIS, and climate simulation. That understanding helps me choose the right tools, methods, and orchestration to move quickly from research prototype to production-ready application.
- research data infrastructure
- 150+ TB
- collaborative maps for shared decisions
- CollMap
- accuracy and efficiency by design
- Theory-informed
- competitive EU funding secured
- €220K
Beyond generated code
AI can generate code. Architecture still requires judgment.
Productive engineering comes from understanding the theory, data, hardware, software, cloud, and operations well enough to choose the right abstractions and orchestrate them into one coherent system.
Research data platforms
Turning heterogeneous data and experimental code into reproducible systems that researchers can operate and extend.
Technical leadership
Aligning scientific goals, architecture, funding, and delivery from prototype through dependable production.
First-author work · ASMS 2021
Project Avalon brought stronger machine learning into proteomics identification.
Evaluated eight classifiers and used genetic algorithms to tune a gradient-boosting model integrated into Spectronaut. Avalon improved peptide-precursor identifications by 20-40% on short-gradient dia-PASEF data while retaining comparable empirical false-discovery-rate performance.
Read the Biognosys abstractMSc thesis · 2020
Analyzing Short-term Patterns in EEG Data
University of Basel
Artificial Intelligence specialization, focused on short-term temporal patterns in EEG data.
Research record
Peer-reviewed work on virtual forests and biodiversity
Journal, conference, and general-assembly contributions connect software engineering with 3D geospatial methods and forest science.
See publications and presentations →