Portfolio

Research, coursework and side projects, mostly where remote sensing, machine learning and urban analysis meet.

Urban Embeddings Explorer

Urban Embeddings Explorer

2025 · London, UK

Discovering visually similar neighbourhoods across 200+ cities from satellite embeddings.

remote sensingdeep learningembeddingsweb dev
Auckland Urban Liveability Index

Auckland Urban Liveability Index

2022–2025 · University of Leeds

A composite liveability index for Auckland, linking 29 spatial indicators to socioeconomic outcomes.

urban analyticsspatial statistics
Q-Step Research Internship

Q-Step Research Internship

2021 · University of Leeds

Mapping COVID-19 case and death rates against sociodemographic factors across England.

spatial statisticspublic health
Global Urban Morphology Clustering

Global Urban Morphology Clustering

CASA, UCL

Clustering 6,500+ cities worldwide into morphological types from OSM building and street form.

urban morphologyclusteringmachine learning
Flood Exposure in Pakistan

Flood Exposure in Pakistan

CASA0025, UCL

A Google Earth Engine app mapping flood-prone areas in Pakistan against population, economy and agriculture.

remote sensingGISweb dev