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CompTIA SecAI+ Certification Sample Questions:
1. Which of the following explains the reason a cybersecurity analyst prefers a machine learning (ML) model over a statistical model for attack classification?
A) Large community support and availability of global experts
B) A simplified development pipeline and deployment process
C) Improved performance with a small data set and high durability
D) The ability to learn complex problems and adapt to new information
2. A cybersecurity administrator must examine the cost of AI and implement controls so the research environment operates within a specified budget.
Which of the following controls is best for this situation?
A) Application programming interface (API) access
B) Token limits
C) Prompt firewalls
D) Model guardrails
3. Which of the following should an auditor reference when reviewing a company ' s human resources AI systems for legal non-compliance?
A) National Institute of Standards and Technology (NIST) AI Risk Management Framework (RMF)
B) International Organization for Standardization (ISO)
C) European Union (EU) AI Act
D) Organization for Economic Cooperation and Development (OECD) standard
4. A security analyst finds that the AI system is under a denial-of-wallet attack.
Which of the following should the analyst enforce to protect the company? (Choose two.)
A) Content delivery network (CDN)
B) Modality controls
C) Endpoint access controls
D) Application programming interface (API) rate controls
E) Model fine-tuning
F) Output token controls
5. An AI security administrator notices that the information referenced by the model is incorrectly formatted and missing values.
Which of the following job roles would most likely be responsible for correcting this error?
A) Data engineer
B) Machine learning operations (MLOps) engineer
C) Platform engineer
D) AI architect
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: D,F | Question # 5 Answer: A |



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