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Assessing the Vulnerability of Your Algorithms, Models, and AI Environments

Welcome to your machine learning security journey with Azure! Together, we will explore all the methods and techniques to secure our AI projects and set a security baseline for our services. Let us start with a quick introduction to the machine learning (ML) life cycle and the Azure Machine Learning components and processes that go into working with ML in Azure. We will cover the essential knowledge you need to follow the concepts and implementations outlined in the rest of the book.

The next step will be to go through an example scenario, which we will reference throughout this book as the basis for applying the concepts of securing your data, models, workspace, and ...

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