How Neural Networks Can Be Hacked (And What You Should Do To Protect It)!

In this Tutorial I show you how easily Neural Networks can be hacked, and what you should do to protect against this. We learn about two hacking methods (Last Layer Attack and Backdooring) and I show you actual examples how to apply this.

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Resources:
https://github.com/Kayzaks/HackingNeuralNetworks

Papers:
Kang Liu et al. – Fine-pruning: Defending against backdooring attacks on deep neural networks.
Shiqi Shen et al. – Auror: defending against poisoning attacks in collaborative deep learning systems.

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Timeline:
00:00 – Introduction
00:42 – How To Hack Neural Nets
02:30 – Last Layer Attack
12:13 – Backdooring
16:53 – More Resources

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