Echocardiography is the primary tool in pediatric cardiology for diagnosing and managing congenital heart disease (CHD). Accurate and reliable echocardiographic assessment is critical in clinical decision making. Artificial intelligence (AI), in particular deep learning, has the potential to reduce labor and provide automated assessment of CHD.