Machine Learning Security with Azure

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Understanding the Most Common Machine Learning Attacks

When getting started with securing your projects, there are many things you can use to learn security techniques quickly. The best is the MITRE ATT&CK framework. As a globally recognized knowledge base, it contains valuable information about a range of attack techniques that an adversary can use to attack a system and their mitigations. In this chapter, we are going to explore the MITRE ATLAS framework. It is adapted from the MITRE ATT&CK framework for machine learning (ML).

The goal of this chapter is to familiarize ourselves with the different stages of an attack and possible attacks on our system. This is essential because, with that knowledge, we can understand how an adversary thinks ...