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| Section | Weight | Objectives |
|---|---|---|
| Data Protection and Privacy in AI | 20% | - Privacy-by-design and compliance - Data lifecycle security - Securing training and inference data |
| Model Security and Integrity | 15% | - Validation, testing, and monitoring - Protecting models from tampering and theft |
| Threats and Vulnerabilities in AI Systems | 20% | - Privacy and integrity risks - Model inversion, prompt injection, and manipulation - Adversarial attacks and data poisoning |
| AI Security Fundamentals | 20% | - Security principles for AI - AI system components and architecture - Risk identification in AI environments |
| Secure Deployment and Operations | 10% | - Monitoring, incident response, and recovery - Security integration in deployment pipelines |
| AI Governance and Risk Management | 15% | - Risk management across AI lifecycle - Security policies and frameworks |
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