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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

Exploring event-driven workflows in Azure

In the context of Microsoft Azure, the term event can be associated with several services and concepts, but most commonly, it refers to a message or notification that indicates the occurrence of something on the platform. For example, every action we complete in the workspace generates events, such as when the workspace was created or when we changed settings. These events can be leveraged by other services such as Azure Event Grid to create workflows triggered by the event. Let us check it next.

Exploring Event Grid

Azure Event Grid is a fully managed event routing service. It enables you to easily build applications that react to changes or events happening within Azure services or even on-premises. Azure Event Grid is designed to connect different parts of a cloud-based application together through events. Applications can greatly benefit from Azure Event Grid in various scenarios, such as automating workflows in response to events...

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