2.7 Conclusion: The Future of the AI Arms Race
The three golden rules to design a secure ML
Know Your Adversary: Threat Modelling
“If you know the enemy and know yourself, you need not fear the result of a hundred battles.”
(Sun Tzu, The Art of War, 500 BC)
Be Proactive: Simulating Attacks
“To know your enemy, you must become your enemy”
(Sun Tzu, The Art of War, 500 BC)
Protect Yourself: Security Measures for Learning Algorithms
“What is the rule? The rule is protect yourself at all times.”
(Million Dollar Baby, 2004)
