From the course: Machine Learning with SageMaker by Pearson
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VPC configurations for secure endpoint deployment - Amazon SageMaker Tutorial
From the course: Machine Learning with SageMaker by Pearson
VPC configurations for secure endpoint deployment
A VPC is a virtual private cloud, it is a segregated environment within AWS that you can then attach resources to. Think of it as a virtual network within the cloud. It has things like IP addresses and subnets and routing, and it ensures isolation or segregation of your resources, improving security. So you have things like access control lists, network access control lists, as well as access groups for particular resources within AVPC. It is essential for secure connections between SageMaker and AWS services. So attaching your SageMaker endpoints to a virtual private cloud can then allow you to apply network security to your endpoints. Provides network isolation for model endpoints. As I just mentioned, we have network access control lists and we have security groups that we can apply to our VPCs. These NACLs and security groups restrict access to resources, ensuring privacy. So they have the CIA triad, if you've ever heard of that, confidentiality, integrity, and authorization. I…