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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 network security

The Azure Machine Learning workspace is the main point of use. This is where you complete all your ML tasks, and by default, all endpoints and workspace have access to the public internet. However, if we are already using Azure infrastructure services for different purposes or want to restrict access to our resources, we can leverage virtual networks (VNets). Using VNets in Azure provides an extra layer of security and isolation for our Azure Machine Learning resources and better control for inbound and outbound network communications. In this section, we will explore several options we have to integrate VNets with Azure Machine Learning.

Let us start with the workspace.

Creating a VNet

The first thing we will need is a VNet. If you already have one, you can use it. If not, you can follow the next steps to create one:

  1. Search for Virtual Networks in the Azure search bar and click to create a new one. The create form will pop up. Choose the...
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