Work
Projects
Production ML systems and data intelligence tools.
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Cropcast
Production ML pipeline for agricultural yield forecasting across 13 countries and 6 crops. Automated drift detection, weekly retraining via GitHub Actions, and a FastAPI serving layer deployed on AWS EC2. Caught 1334% MAE degradation on the Grapes model automatically.
pythonxgboostmlopsfastapidockerawsmlflow