Amazon SageMaker is AWS’s ML platform that covers many of the steps in the ML platform. One of the useful abstractions in SageMaker is the Estimator. The Estimator determines the underlying framework and gives access to many of the SageMaker APIs such as Training Jobs and Hosted Endpoints.