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You're reading from  Machine Learning Security with Azure

Product typeBook
Published inDec 2023
PublisherPackt
ISBN-139781805120483
Edition1st Edition
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Georgia Kalyva
Georgia Kalyva
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Georgia Kalyva

Georgia Kalyva is a technical trainer at Microsoft. She was recognized as a Microsoft AI MVP, is a Microsoft Certified Trainer, and is an international speaker with more than 10 years of experience in Microsoft Cloud, AI, and developer technologies. Her career covers several areas, ranging from designing and implementing solutions to business and digital transformation. She holds a bachelor's degree in informatics from the University of Piraeus, a master's degree in business administration from the University of Derby, and multiple Microsoft certifications. Georgia's honors include several awards from international technology and business competitions, and her journey to excellence stems from a growth mindset and a passion for technology.
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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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Machine Learning Security with Azure
Published in: Dec 2023Publisher: PacktISBN-13: 9781805120483

Author (1)

author image
Georgia Kalyva

Georgia Kalyva is a technical trainer at Microsoft. She was recognized as a Microsoft AI MVP, is a Microsoft Certified Trainer, and is an international speaker with more than 10 years of experience in Microsoft Cloud, AI, and developer technologies. Her career covers several areas, ranging from designing and implementing solutions to business and digital transformation. She holds a bachelor's degree in informatics from the University of Piraeus, a master's degree in business administration from the University of Derby, and multiple Microsoft certifications. Georgia's honors include several awards from international technology and business competitions, and her journey to excellence stems from a growth mindset and a passion for technology.
Read more about Georgia Kalyva