As now AWS PrivateLink supports Amazon SageMaker APIs the data security will increase with the elimination of the exposure of the data to the public internet. All the communication and transaction between the application and Amazon SageMaker will be secured within the Amazon Virtual Private Cloud. Earlier, AWS had announced the support for prediction calls to the machine learning models that are hosted on the Amazon SageMaker will be secured using the AWS PrivateLink. This update will increase the security between the application and SageMaker. It will keep SageMaker API call within the interface endpoint inside the Virtual Private Cloud. So this way there will no need for a Virtual Private Network Connection, Internet Gateway, AWS Direct Connect and NAT device.
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