Civil

AI for structures, construction, transport and the built environment.

All levels Beginner Advanced Expert

Beginner

Start here. No background needed beyond school maths.

Make maps and analyse location data with GeoPandas and Folium: projections, proximity analysis and interactive maps.

Kaggle

Once the basics are comfortable.

IIT Kharagpur's course on spatial data, GIS, spatial databases and analysis, foundations for urban and infrastructure analytics.

NPTEL / IIT Kharagpur

How GIS, GPS and remote sensing data are used to plan and manage transport systems, a key data foundation for AI in traffic and infrastructure.

NPTEL / IISc Bangalore