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Robustness of AI systems - Poisoning Attacks and Mitigations

Type of course:

Digital learning, Lesson

Language:

EN

Duration:

10 minutes

Workload:

2 hours

Proficiency:

Intermediate

Target:

Manager, Professionals, Workers

In this nugget, we will delve into the intriguing world of poisoning attacks within the context of machine learning security. First, you will gain a comprehensive understanding of what poisoning attacks entail, their mechanisms, and why they are a significant concern. Then, we will explore various types of poisoning attacks, aligning them with the existing taxonomy found in the literature. For each attack, we will provide a succinct explanation, shedding light on its unique characteristics and potential impact. Furthermore, we’ll discuss strategies and ideas for mitigating the adverse effects of these attacks, equipping you with valuable knowledge to bolster the security of machine learning systems against such threats.


Learning outcomes

  1. Identify different kinds of poisoning attacks
  2. Explain how poisoning attacks operate
  3. Identify potential mitigation solutions to poisoning attacks

Topics

Digital Transformation, Artificial Intelligence (AI), Cybersecurity, Data mining

Content created in 2023
+268 enrolled
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