White Paper

SageMaker Studio Administration Best Practices

SageMaker Studio Administration Best Practices

The AWS whitepaper on **SageMaker Studio Administration Best Practices** outlines key recommendations for deploying and managing **Amazon SageMaker Studio** at an enterprise level. It covers **operating models** (centralized, decentralized, federated), **identity management** (IAM federation, SSO, role-based access), **permissions management** (IAM roles, policies, guardrails), and **network security** (VPC design, encryption, data isolation). It emphasizes **logging, monitoring, cost management, and compliance** using AWS tools like **CloudWatch, CloudTrail, and AWS Cost Explorer**. The document provides **best practices for securing data, controlling access, and customizing SageMaker Studio environments** for efficiency, scalability, and security.

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