Projects

Production ML pipeline for agricultural yield forecasting across 13 countries. Automated drift detection, weekly retraining, FastAPI on AWS EC2.

Real-time avocado ripeness grading using ResNet18 transfer learning. Cache-first FastAPI serving with graceful fallback, batch scoring, and PSI/KS drift monitoring. 78% accuracy on a leakage-safe fruit-level split.