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Machine Learning Security with Azure

You're reading from  Machine Learning Security with Azure

Product type Book
Published in Dec 2023
Publisher Packt
ISBN-13 9781805120483
Pages 310 pages
Edition 1st Edition
Languages
Author (1):
Georgia Kalyva Georgia Kalyva
Profile icon Georgia Kalyva

Table of Contents (17) Chapters

Preface 1. Part 1: Planning for Azure Machine Learning Security
2. Chapter 1: Assessing the Vulnerability of Your Algorithms, Models, and AI Environments 3. Chapter 2: Understanding the Most Common Machine Learning Attacks 4. Chapter 3: Planning for Regulatory Compliance 5. Part 2: Securing Your Data
6. Chapter 4: Data Protection and Governance 7. Chapter 5: Data Privacy and Responsible AI Best Practices 8. Part 3: Securing and Monitoring Your AI Environment
9. Chapter 6: Managing and Securing Access 10. Chapter 7: Managing and Securing Your Azure Machine Learning Workspace 11. Chapter 8: Managing and Securing the MLOps Life Cycle 12. Chapter 9: Logging, Monitoring, and Threat Detection 13. Part 4: Best Practices for Enterprise Security in Azure Machine Learning
14. Chapter 10: Setting a Security Baseline for Your Azure Machine Learning Workloads 15. Index 16. Other Books You May Enjoy

Implementing RBAC

RBAC is a built-in feature of Microsoft Entra ID that allows you to manage access to Azure resources using roles. This way, we can control who can perform specific actions on resources in Azure. This helps in maintaining a secure environment and ensures that users have only the permissions they need to perform their tasks.

Each role in RBAC is essentially a set of distinct permissions that operate in different scopes. We can assign a role to a management group, subscription, resource group, and resource. A role assignment at a higher scope is inherited by resources at a lower scope. For example, if we assign a role to a user at the subscription level, they will have those permissions across all resources within that subscription. Each role assignment in Azure has three distinct parts—the role, the scope, and the service principal, as we can see in the following diagram:

Figure 6.1 – Role assignment

Figure 6.1 – Role assignment

The principle can be...

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