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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

Compliance auditing and reporting

Just by using the Azure Policy service, you have access to the Compliance and Remediation blades, which you can use to monitor your compliance status for free for Azure resources. All you need is an active Azure subscription. Be careful, as there might be costs associated if you enable Azure Policy to an Arc resource. In that case, you can visit the Azure pricing calculator to see associated costs.

Compliance auditing is the process of evaluating an organization’s adherence to relevant laws, regulations, policies, and industry standards. It usually involves a complete inspection of an organization’s practices, procedures, and controls to ensure they align with the established requirements. Compliance audits can be conducted by internal or external auditors, who must be independent of the processes being audited. Internal audits and compliance audits seem to have similar steps; however, they are very different, as compliance audits...

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