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Securing AI Systems Questions

Practice questions for Securing AI Systems topic in CompTIA SecAI+. 39 questions covering this domain.

39 questions7 easy21 medium11 hard
Q1
medium

A security team is reviewing an AI model that was fine-tuned using a third-party dataset downloaded from a public repository. Before approving product...

Q2
medium

An organization wants to prevent an AI model from being retrained with a hidden trigger that causes it to misclassify specific inputs — a technique kn...

Q3
hard

An AI model serving endpoint has been identified as vulnerable to a model inversion attack because it returns detailed confidence scores for all outpu...

Q4
easy

Which type of attack targets a deployed AI model by querying it with inputs designed to extract information about its internal architecture, hyperpara...

Q5
medium

A team is deploying an AI model in a hybrid cloud environment where some inference happens on-premises and some in a public cloud. Which control ensur...

Q6
easy

Which security control type is specifically designed to protect the confidentiality and integrity of training data used to build AI models?

Q7
medium

An organization wants to prevent sensitive personal data used during AI model training from being extractable from the trained model via membership in...

Q8
medium

During a security review, a team discovers that their AI model training pipeline pulls data from a shared internal data lake with no integrity verific...

Q9
medium

A security engineer is designing the deployment architecture for an AI-based threat intelligence platform that will process sensitive customer data. T...

Q10
medium

A security architect is designing guardrails for a customer-facing AI chatbot that handles sensitive financial inquiries. Users must not be able to ma...

Q11
medium

A security team is hardening an AI model API that is externally accessible. They want to prevent automated enumeration attacks where adversaries query...

Q12
hard

A cloud-hosted AI model serving endpoint has been receiving a high volume of queries from an external IP range that appears to be systematically probi...

Q13
easy

Which practice involves reviewing and auditing an AI model's decision-making process to ensure its outputs can be explained and understood by security...

Q14
medium

A security engineer needs to ensure that the AI inference service can only be invoked by approved internal microservices and not by arbitrary external...

Q15
hard

A financial institution's AI-based loan approval model is suspected of having a backdoor that approves all applications containing a specific unusual ...

Q16
easy

What is the term for an attack in which a threat actor deliberately introduces malicious examples into an AI model's training dataset to corrupt its l...

Q17
medium

An AI model is deployed in a Kubernetes cluster and the security team wants to ensure the model's container runs with the minimum privileges necessary...

Q18
hard

An organization runs an AI pipeline where a third-party vendor provides pre-trained model weights that are periodically updated. A security team wants...

Q19
medium

Which security practice involves training an AI model on both clean data and intentionally crafted adversarial examples to improve its robustness agai...

Q20
hard

A DevSecOps team is integrating AI model training and deployment into a CI/CD pipeline. The security team wants to ensure that security checks are enf...

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