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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

Securing resources with Microsoft Defender

Microsoft Defender for Cloud is a cloud-native application protection platform (CNAPP) designed specifically for cloud environments. It offers a comprehensive set of security measures and best practices, aimed at safeguarding cloud-based applications against a wide range of cyber attacks and vulnerabilities. Microsoft Defender for Cloud combines several functionalities, including a cloud workload protection platform (CWPP) focusing on infrastructure, storage, and so on, a cloud security posture management (CSPM) solution to prevent security issues, and a DevSecOps solution that helps to secure code across different clouds if needed. Defender includes a basic CSPM without additional cost. There are advanced features that you can enable on top of that, including attack path analysis, the cloud security explorer, advanced threat hunting, security governance, as well as tools to evaluate your security compliance across regulatory standards that...

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