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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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Working with data governance in Azure

Data governance refers to the overall management and control of an organization’s data assets. It involves establishing processes, policies, and guidelines to ensure availability, integrity, security, privacy, and the effective and efficient use of information. This is always important, but it is especially crucial when we’re talking about ML, as ML models are based on data. Whether we’re talking about data used to train our models or data generated by our models, it does not change the fact that we need to be aware of every piece of information we process and what its life cycle is.

To implement data governance effectively, organizations typically need to establish a data governance framework or strategy, which outlines the structure, processes, and responsibilities for data management. This framework should include the formation of a data governance committee or council, data governance policies and procedures, data stewardship...

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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