Use Amazon SageMaker Spark for machine learning

When using Amazon EMR release 5.11.0 and later, the aws-sagemaker-spark-sdk component is installed along with Spark. This component installs Amazon SageMaker Spark and associated dependencies for Spark integration with Amazon SageMaker. Please note, the aws-sagemaker-spark-sdk component is not available from Amazon EMR 7.x and higher. You can use Amazon SageMaker Spark to construct Spark machine learning (ML) pipelines using Amazon SageMaker stages. For more information, see the Amazon SageMaker Spark README on GitHub and Using Apache Spark with Amazon SageMaker in the Amazon SageMaker Developer Guide.