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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

Who this book is for

If you are interested in Azure Machine Learning and security, you will learn the basic components of Azure Machine Learning, the most common ML attacks, and how to work with Azure to develop and implement a strategy to secure Azure Machine Learning and any associated services. This book is written for the following:

Machine learning developers, administrators, and data scientists: Anyone who has an active role in an Azure Machine Learning project, or is planning to, and is looking to gain expertise in securing their machine learning assets.

IT administrators and DevOps or security engineers, who are required to secure and monitor Azure Machine Learning workloads on Azure. They will benefit from learning the basics of Azure Machine Learning along with the best practices outlined in this book, as the book includes all the information needed to develop a security strategy across multiple resources.

Basic Azure knowledge and experience in processing data, building, and deploying Azure Machine Learning models is advised.

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