Amazon SageMaker Studio is the first fully integrated development environment (IDE) for machine learning (ML). It provides a single, web-based visual interface where you can perform all ML development steps required to prepare, build, train and tune, deploy and manage models. Starting today, you can secure the connection from your Amazon Virtual Private Cloud (VPC) to SageMaker Studio using AWS PrivateLink. When using PrivateLink, all the traffic flows entirely within the AWS network without traversing the public internet, thus adding an additional layer of security.