Use a real-life example of an AI system to discuss some impacts of cyber attacks : Practical Privacy Attacks

Use a real-life example of an AI system to discuss some impacts of cyber attacks : Practical Privacy Attacks

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Interactive Video

Information Technology (IT), Architecture

University

Hard

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The video tutorial introduces privacy attacks, focusing on the membership inference attack using the cipher cat framework. It explains how to determine if specific data was part of a dataset by employing shadow models and attack networks. The tutorial covers the practical steps of loading datasets, training shadow models, and executing the attack, highlighting the transferability of results across datasets. The video concludes with the results of the attack, achieving a 56% accuracy in a black box scenario, and encourages further exploration of the cipher cat library.

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OPEN ENDED QUESTION

3 mins • 1 pt

What new insight or understanding did you gain from this video?

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