How can we ensure the security of AI models?
To ensure AI model security, we can implement techniques like adversarial training, regular audits, and access controls.
What are the common threats to AI models?
Common threats include data poisoning, model inversion attacks, and adversarial examples that can mislead the model.
How does adversarial training work?
Adversarial training involves training the model on both clean and adversarial examples to improve its robustness.
Can you give examples of access controls for AI models?
Examples include role-based access control, API key management, and encryption of sensitive data used in training.
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