I care deeply about building sustainable machine learning based infrastructure and teams that scale well as ML based solutions become integral to user experience, and business success. Have built, and supported highly motivated, productive, and cross-functional teams in early stage ML innovation (IBM Research), bringing to market ML research (IBM Watson), and scaling ML development (Facebook).