Software engineer who believes Jupyter notebooks are just the beginning. MS CS @ George Washington University | Ex-Vodafone BI Analyst. I build production ML systems—from fraud detection achieving 96% precision to real-time sentiment analysis platforms. Writing about MLOps, system design, and bridging the gap between "model trained" and "system deployed." Stack: Python, FastAPI, XGBoost, and probably too much Docker.