2+ years experience managing data-driven (ML) product teams running at large scale data (100M+) 3+ years experience designing, building and deploying machine learning applications in text understanding, entity recognition, NLP, computer vision, recommendation systems, or search 4+ years of hands-on experience in building and safely shipping backend heavy product ML adjacent systems at high velocity Ability to understand business requirements thoroughly and build the simplest yet generalizable ML model/system Experience leading a team in building systems and defining metrics of excellence Experience working with multiple stakeholders to gather requirements and prioritize against roadmap Ability to set high standards and expectations for project execution