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.

Khabar — Pakistani news voice agent. you speak, it fetches Dawn headlines and reads them back over a live voice session. Next.js frontend + Python agent on the LiveKit Agents framework; Groq for STT (whisper-large-v3), LLM (llama-3.3-70b), and TTS in one provider. tool-calling for headlines / detail / category filter, with custom rate-limit + interruption rails to keep playback clean. · repo

Vision-metric — measures real-world width/height (mm) of a notebook from a single phone photo. iPhone 12 calibration (0.085 px reprojection error) → Mask R-CNN segmentation (val IoU 0.96) → homography on a credit card reference for mm scale. · repo

Healthcare Resource Predictor — predicts WHO Universal Health Coverage tier (SDG 3.8) from workforce + infrastructure data. Decision Tree, Random Forest, Gradient Boosting implemented from scratch in NumPy, validated 100% against sklearn. RF hits 78.46% on held-out 2020–2023. · repo

Locatepro — predicts business location suitability with XGBoost + satellite features (sentinel-1, landsat, google earth engine, NDWI, nighttime light). 12,000+ POIs from google places API. 80%+ accuracy, deployed. · live

Placify — internship management platform (t3 stack) connecting students, companies & universities.

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