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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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Summary

In this chapter, we focused on all aspects of identity and adhering to the PoLP. Although simple in theory, the PoLP is an iterative and continuous process that we need to monitor in order to prevent overprivileged applications. Since Microsoft Entra ID is the identity management tool for Azure and, by extension, Azure Machine Learning, implementing its core features such as RBAC and learning to work with application identities will help us ensure that the credentials of our users and applications will not be compromised easily. Additionally, implementing features such as Conditional Access and PIM can provide an additional level of security to our identities. But these credentials are not the only ones that matter. In our scripts, we might be using different connection strings or secrets. We can use the Key Vault service together with managed identities where it is possible to manage them centrally and ensure that our secrets are safe.

In the next chapter, we will explore...

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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