Use a real-life example of an AI system to discuss some impacts of cyber attacks : Attacks Against ML with Examples

Use a real-life example of an AI system to discuss some impacts of cyber attacks : Attacks Against ML with Examples

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Interactive Video

Information Technology (IT), Architecture

University

Hard

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This video tutorial introduces adversarial attacks in machine learning, explaining how adversarial examples can lead to incorrect model predictions. It covers the concept of decision boundaries and how adversarial examples exploit these boundaries. The tutorial delves into the mechanics of adversarial attacks, focusing on the role of gradients and LP norms in perturbing inputs. It also explains loss functions and gradients, highlighting their importance in model accuracy. Finally, the video discusses optimal perturbation attacks and the measurement of input changes using LP norms.

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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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