Defense Against Adversarial Attacks @SirajRaval
Defense Against Adversarial Attacks  @SirajRaval
Uploaded October 2019 | Updated September 2026, 2 weeks ago
Machine Learning technology isn't perfect, it's vulnerable to many different types of attacks! In this episode, I'll explain 2 common types of attacks and 2 common types of defenses using various code demos from across the Web. There's some really dope mathematics involved with adversarial attacks, and it was a lot of fun reading about the 'cat and mouse' game between new attack techniques, followed by new defense techniques. I encourage anyone new to the field who finds this stuff interesting to learn more about it. I definitely plan to. Let's look into some math, code, and examples. Enjoy!

Slideshow for this video:
colab.research.google.com/drive/19N9VWTukXTPUj9eukeie55XIu3HKR5TT

Demo project:
github.com/jaxball/advis.js

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The CleverHans Library:
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Gradient Descent Explained:
youtube.com/watch?v=XdM6ER7zTLk

Generative Adversarial Networks Explained:
youtube.com/watch?v=yz6dNf7X7SA

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Defense Against Adversarial Attacks

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