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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

Regulatory compliance in Azure Policy for Azure Machine Learning

Regulatory compliance is the process of adhering to laws, regulations, and standards that are usually set by governments, industry associations, or any other regulatory authorities. Part of regulatory compliance means that an organization operates within specific legal or regulatory frameworks that apply to the industry and or its geographical location. Regulatory compliance is essential to maintain ethical practices, protect organizations and customers, and mitigate risks. It includes laws and regulations, policies and procedures, risk assessment and management, reporting and documentation, and, finally, monitoring and auditing. Building a culture of compliance within an organization can be difficult, but it is essential. This can include employee training and ensuring that compliance is a priority. However, sometimes, the implementation of security controls might be required in order to ensure that all those processes...

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