About
I build geospatial ML systems that turn urban mobility data into environmental insight. My MSc thesis at Aalto University applied transfer learning to predict CO2 emissions from private transport, training on Espoo mobility data and successfully transferring models to Helsinki.
My technical stack: Python, GeoPandas, PostGIS, SQL, Leaflet, OpenLayers, Flask, Django, AWS, Azure. Day to day I work across the full geospatial data lifecycle, ingesting and cleaning large spatial datasets, building PostGIS databases, engineering spatial features, training and evaluating models, and delivering results through WebGIS interfaces.