Utilising OSM data in geospatial representation learning
representation learning
OpenStreetMap
data processing
geospatial
urban data
library
bike station system
In this talk, we will present multiple geospatial representation learning methods based on OpenStreetMap features. We will cover contextual embeddings, road network representations and word2vec-like semantic embeddings. Finally, we will present a library that aggregates those methods with additional data engineering capabilities.