Research and engineering work in which mathematical models had to become observable, maintainable systems operating in the real world.
Project dossiers / 03
From models to operations.
2025
Applied AI / Healthcare
Semantic intelligence for healthcare
A locally deployed language-model system for classifying healthcare service requests across a specialized semantic taxonomy, supported by automated dataset generation and an observable MLOps pipeline.
NLP
BERT
FastAPI
MLOps
2024
Computer Vision / Research
Deep learning for dermatology research
A research prototype adapting pretrained vision models to ISIC, PH2 and DermNet datasets for clinician-reviewed melanoma-screening workflows.
PyTorch
Computer Vision
Linux
2011–16
Scientific Computing / Marine Systems
X-band radar systems for marine intelligence
Operational software for a CNR research spin-off, spanning FFT-based sea-state estimation, oil-spill forecasting, AIS monitoring and deployment during Costa Concordia wreck-recovery operations.