Every AI effort begins with data, uses data, fixes data, and delivers assertive decisions and outcomes. Data engineers are expected to assure that data used in everything from simple recommendation bots to highly sensitive interactions that include significant risk issues. In this session, we cover the top data management concerns that must be covered when deploying AI solutions.