The purpose of this guidance note is to demonstrate how to utilize geospatial technologies to accurately and rapidly assess infrastructure within the built environment of a small island developing state. The document presents a methodology on how to collect drone (i.e., unmanned aerial system (UAS)) and street view imagery, process the imagery, and apply machine learning (ML) models to generate a housing assessment database for decision-makers.