Interactive deck
HSL Fleet · Digital Twin
Digital Twins · UIESep 30, 20267 slides
Helsinki tram tracking, winter-plan decisions and scenario and holding tests in a digital fleet.
Node-REDMosquittoInfluxDBGrafanaDockerPython
Loading
Projects
Projects I've designed and shipped — from production AI systems to internal tooling.
Interactive deck
Digital Twins · UIESep 30, 20267 slides
Helsinki tram tracking, winter-plan decisions and scenario and holding tests in a digital fleet.
Interactive deck
Intelligent Systems Engineering — Final PresentationApr 4, 20267 slides
Multi-signal portfolio optimization system combining FinBERT sentiment, LSTM prediction, and constraint-based rebalancing on public data.
Interactive deck
Client PitchMay 20, 20266 slides
Client presentation on HOU53: a guided flow that turns incomplete home descriptions into clear, explained, comparable estimates.
Interactive deck
Computer Vision Laboratory — Intelligent Systems Engineering, Year 3Aug 7, 202614 slides
End-to-end robotic vision system on a Niryo arm: fiducial calibration, edge-based segmentation, an ONNX-deployed CNN classifier, poker-hand evaluation, and drift-compensated pick-and-place sorting.