ml · geo · cs grad · open to research roles & freelance
linkedin · email · portfolio · dblp
Healthcare access in south asia — ml study of healthcare infrastructure gaps across south asia, published at ICONIP 2024 (CORE A), co-first author. supervised by Dr. Usman Nazir (Oxford). · paper · arxiv
Deep Intelligent Urban Scoring — GNN approach to business site selection from POI graphs. represents urban regions as graphs (nodes = places, edges = geographic/functional proximity); the model learns embeddings that flag high-potential business zones, outperforming clustering and traditional spatial analysis on real city POI data.
Flood impact analysis — mapped 240,000 km² of sindh + south punjab flooding from sentinel-1 SAR in google earth engine; YOLOv5 on satellite tiles to detect schools/hospitals in flood zones; QGIS spatial intersection to quantify damage.
Flood segmentation (Prithvi-EO) — deployed + independently evaluated NASA-IBM''s Prithvi-EO-2.0 foundation model on Sen1Floods11: 0.82 water IoU vs 0.67 NDWI baseline, plus Grad-CAM for interpretability. live HF demo. · live · repo
Khabar — Pakistani news voice agent: speak to it, it fetches Dawn headlines and reads them back live. Next.js + Python on LiveKit; Groq STT (whisper-large-v3) / llama-3.3-70b / TTS, with rate-limit + interruption rails. · repo
Vision-metric — real-world mm measurement of an object from a single phone photo. iPhone 12 calibration (0.085 px error) -> Mask R-CNN segmentation (val IoU 0.96) -> homography on a credit-card reference for scale. · repo
Healthcare Resource Predictor — predicts WHO Universal Health Coverage tier (SDG 3.8) from workforce + infrastructure data. Decision Tree / RF / Gradient Boosting from scratch in NumPy, 100% matched vs sklearn; RF 78.46% on held-out 2020-2023. · repo
Locatepro — business-location suitability with XGBoost + satellite features (Sentinel-1, Landsat, Earth Engine, NDWI, nighttime light). 12,000+ POIs from Google Places API. 80%+ accuracy, deployed. · live
Placify — full-stack platform connecting students with companies: browse/filter/apply to internships, company listings + applicant management, admin verification. role-based access, in-app notifications, custom responsive design. · live
python typescript javascript sql next.js react node.js tailwind
scikit-learn tensorflow pytorch xgboost pandas numpy
google earth engine qgis postgresql git
open to ml engineering / research roles · published at ICONIP 2024 · based in Pakistan, open to remote