I am an assistant professor at UMass Amherst. My research interests lie in the intersection of machine learning and systems, with a focus on improving efficiency, scalability, and reliability of machine learning. I am currently taking a leave from UMass and working at Amazon AWS on building scalable and reliable LLM systems for intelligent cloud operations.