Settlement Detection
Rollout on country wide dataset
Project context: External blogpost
For my contributions, I was privileged to be granted primary authorship of the following 2 papers, which got accepted into the globally recognized conference NeurIPS.
- 2021 NeurIPS Primary author for Mapping Access to Water and Sanitation using Publicly Accessible Satellite Imagery;
- 2020 NeurIPS Primary author for Mapping New Informal Settlements Using Machine Learning and Satellite Images;
Personal contributions:
- Pioneered the use of Google Earth Engine for data extraction, ingestion and processing;
- Helped direct foreign aid in crisis-stricken Colombia, by making previously impossible satellite analysis feasible with AI, with 2 co-authored NeurIPS papers: detection, prediction;
- Owned the development of a satellite image prediction model that produced 250 m resolution maps over a 300K sqkm land area;
- Led meetings with international clients across different time zones such as ET, UTC8;