AWS SageMaker is Amazon’s fully managed cloud machine learning (ML) service. It enables data scientists and developers to quickly build, train, and deploy ML models directly into a production environment. AWS SageMaker Model Building Pipelines represent a machine learning pipeline for a specific ML model. They consist of interconnected steps defined by a JSON pipeline definition.