We will use the popular XGBoost ML algorithm for this exercise. Amazon SageMaker is a modular, fully managed machine learning service that enables developers and data scientists to build, train, and deploy ML models at scale. Taking ML models from conceptualization to production is typically complex and timeconsuming.