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ISACA AAIA Exam Syllabus Topics:

Topic	Details
Topic 1	AI GOVERNANCE AND RISK: It encompasses understanding different AI models and their life cycles, guiding AI strategy, defining roles and policies, managing AI-related risks, overseeing data privacy and governance, and ensuring adherence to ethical practices, standards, and regulations.
Topic 2	AI Operations: It covers managing AI-specific data needs—including collection, quality, security, and classification—applying development lifecycle methodologies with privacy and security by design, change and incident management, testing AI solutions, identifying AI-related threats and vulnerabilities, and supervising AI deployments.
Topic 3	Auditing Tools and Techniques: This section of the exam measures the skills of AI auditors and centers on auditing AI systems using appropriate tools and methods. It includes audit planning and design, sampling methodologies specific to AI, collecting audit evidence, using data analytics for quality assurance, and producing AI audit outputs and reports, including follow-up and quality control measures.

Reference: https://www.isaca.org/credentialing/aaia

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ISACA Advanced in AI Audit Sample Questions:

Question #1

Which control BEST addresses the risk of "model extraction" attacks, where an attacker queries an AI system to reverse-engineer its logic?

A. Weekly full retraining
B. Data encryption at rest
C. Rate limiting, query monitoring, and output obfuscation on the inference API
D. Increasing model size

Reveal Solution Discussion 0

Correct Answer: C 🗳️