I'm Chirag, an AI/ML Systems Engineer who builds end-to-end intelligent systems that don't just predict ... they operate.

My work sits at the intersection of machine learning, automation, and production-grade software engineering. I've shipped 19 projects across fraud detection, urban simulation, healthcare operations, biodiversity inference, and meeting intelligence. And always with a focus on scalability, reliability, and real-world constraints.

I hold 4 published patents and an IEEE Access publication in causal policy analysis, spanning 42+ domains with 109+ unique technologies.

My edge is execution: I don't just build "models". I build systems, complete with data flow orchestration, monitoring metrics, fail-safes, explainability, and deployment-ready artifacts.