I am a Technical Machine Learning Manager with hands-on experience building end-to-end ML systems that scale to handle millions of events. I’ve worked across the entire ML lifecycle, from problem definition and model development to deployment and monitoring. I frequently collaborate across teams, consult on integrating ML services into enterprise systems, and present to leadership on strategy and impact. I also enjoy helping engineers and students upskill, having mentored both groups consistently for over six years. Mentorship and knowledge-sharing are what drive me, and I’d be glad to support you in areas like machine learning systems design, career guidance, and technical growth