Machine Learning Security with Azure

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Data Protection and Governance

Data is a fundamental part of machine learning, so in this chapter, we will focus on all aspects of governing, storing, and securing data. We will start by explaining what data governance is and how vital it is to know what data we have. We need to know how to develop a management framework so that we can improve everything, from organizational workflows to business decisions. Data governance will also help us identify sensitive data and how we can better secure it, as part of our data governance program or our machine learning solutions.

We will begin by learning the best practices to store and retrieve data in Azure machine learning. We will see many data services that we can use to save our datasets – for ...