Machine learning architecture leader with proven expertise in designing and deploying reliable AI systems at scale. Specialized in building enterprise-grade NLP and healthcare AI applications with rigorous performance guarantees across domains where accuracy is non-negotiable. IIT Madras and UMass Amherst alumnus passionate about delivering secure, scalable ML solutions that solve complex real-world problems. Expert in transformer models, end-to-end ML system architecture, and production-grade AI infrastructure that bridges research innovations with practical applications.