Portfolio
Environmental AI
Biomass Estimation (DL)
ResNet/EfficientNet-based AGB predictions for India.
Soil Organic Carbon Prediction
ML-based SOC mapping using EU + Indian data layers.
Urban Surface Sealing
Developed impervious-surface detection models for Correctiv and NDR using Sentinel-2 imagery and machine learning.
Predicting Burned Areas on Landsat 5 Images using Machine Learning in Python
This post provides a comprehensive guide to predicting burned areas on Landsat 5 images using machine learning in Python.
Conflict & Crisis Damage Mapping
Ukraine Conflict Damage Mapping
Contributed SAR-based proxy damage maps and visual analysis of destruction in Ukrainian cities including Mariupol.
Gaza Conflict Damage Mapping
Mapped building-level destruction, verified conflict damage, and supported media analysis with satellite data.
🌍 Geospatial ML & Tools
Gaza Damage Map Portal
Developed an interactive website for visualising Gaza building damage; full-stack delivery from layers to interface.
Estimating Urbanisation using Machine Learning and Sentinel-2 Imagery in Google Earth Engine
…estimate the extent of urbanization in Delhi using ML + remote sensing…
Turkey Earthquake Damage Mapping
Mapped estimated building damage using remote sensing (NZZ).
Rhine Flood Dashboard
GEE-powered tool to visualize flooding and extent change.
Compare Spectra App: A Simple and User-Friendly Tool for Spectral Analysis
The compare-spectra app simplifies spectral analysis for remote sensing projects.
🧭 Data, Visuals & Public Impact
Data Science Slides
My teaching slides from the data science class.
Data Viz gallery
A few of my data visualisations
Data Science works at CPR