Beyond Market Intelligence/Urban Systems

Urban Systems

Urban Systems at Beyond Market Intelligence is a file of one story. The newest of them: “From geospatial data to graph networks, City2Graph simplifies urban analysis.”. Geospatial data is messy, and City2Graph's new paper makes a clean argument for why heterogeneous graphs beat flat tables. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Urban Systems story on Beyond Market Intelligence, newest first.

From geospatial data to graph networks, City2Graph simplifies urban analysis.
Machine Learning

From geospatial data to graph networks, City2Graph simplifies urban analysis.

Geospatial data is messy, and City2Graph's new paper makes a clean argument for why heterogeneous graphs beat flat tables. The library turns buildings and street segments into analysis-ready nodes and edges, then pushes them straight into PyTorch Geometric. That is a practical bridge between urban morphology and graph neural networks. It is not about hype; it is about making the workflow simpler. For anyone tired of wrestling with geometry and attributes across conversions, this feels like a step toward a more accessible, future-focused toolkit.