This Quick Start builds a data lake environment for building, training, and deploying machine learning (ML) models with Amazon SageMaker on the Amazon Web Services (AWS) Cloud. The deployment takes about 10-15 minutes and uses AWS services such as Amazon Simple Storage Service (Amazon S3), Amazon API Gateway, Amazon Kinesis Data Streams, and Amazon Kinesis Data Firehose.