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| Section | Weight | Objectives |
|---|---|---|
| AI Governance, Risk and Compliance | 19% | - Compliance and legal requirements
|
| Securing AI Systems | 40% | - Secure AI development and operations
|
| AI-assisted Security | 24% | - AI for threat detection and response
|
| Basic AI Concepts Related to Cybersecurity | 17% | - AI-driven threats and risks
|
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NEW QUESTION # 45
During the selection of a machine learning (ML)-based threat classification model, a cybersecurity administrator verifies that label distribution is highly unbalanced. Which of the following processing techniques should the engineer use to balance the model?
Answer: A
Explanation:
When label distribution is highly unbalanced, data augmentation generates additional synthetic samples for the underrepresented classes. This balances the dataset, improving the ML model's ability to classify threats accurately across all categories.
NEW QUESTION # 46
Which of the following helps end users within an organization the most in safeguarding against the risk of AI- related non-compliance?
Answer: D
Explanation:
Basic Concept: End users are the employees who interact with AI systems daily and may inadvertently create compliance risks through their AI usage behaviors. Equipping users with clear guidance on acceptable and compliant AI use is the most effective way to reduce compliance violations at the user level. CompTIA SecAI+ Study Guide emphasizes policies and procedures as the foundational compliance tool for end users.
Why B is Correct: Policies and procedures directly inform end users of what AI-related behaviors are compliant, what is prohibited, and how to use AI tools safely and legally. Comprehensive AI usage policies covering acceptable use, data handling requirements, prohibited data inputs, and reporting obligations give users the knowledge they need to avoid compliance violations. Without clear policies, users cannot reliably identify compliant from non-compliant behavior.
Why A is Wrong: An AI center of excellence governs AI adoption at the organizational level, developing standards and approving use cases. While it benefits the organization overall, its governance activities are directed at organizational processes and technical standards rather than providing direct day-to-day compliance guidance to individual end users.
Why C is Wrong: Data loss prevention (DLP) technology automatically prevents the transmission of sensitive data through monitoring and blocking capabilities. While effective at preventing certain compliance violations technically, it cannot guide users on why certain behaviors are non-compliant or how to make compliant choices in situations DLP doesn ' t cover.
Why D is Wrong: MFA secures user authentication and prevents unauthorized account access. It is an identity security control that protects accounts, not a mechanism that helps users understand or comply with AI governance requirements.
NEW QUESTION # 47
A healthcare organization plans to deploy a chatbot for appointment scheduling and patient records.
Which of the following is the first step a security administrator should take?
Answer: C
Explanation:
Basic Concept: Before implementing any security controls for an AI system, especially in a highly regulated sector such as healthcare, a risk assessment must first be conducted to understand the specific threats, vulnerabilities, regulatory obligations, and compliance requirements. CompTIA SecAI+ Study Guide emphasizes risk assessment as the foundational first step in any AI security program.
Why C is Correct: A risk assessment identifies what assets need protection, what threats exist, what regulations apply such as HIPAA for healthcare AI, and what the potential impact of various failure modes would be. In healthcare, this is especially critical given the sensitivity of patient records and strict regulatory requirements. The risk assessment results then inform and prioritize all subsequent security control implementations.
Why A is Wrong: Implementing prompt firewalls is a technical security control appropriate after risks have been identified and prioritized. Deploying controls before conducting a risk assessment may address the wrong threats or miss critical vulnerabilities.
Why B is Wrong: Role-based access management is a security control that should be designed based on identified roles and access requirements discovered during risk assessment. It is an implementation step, not the first step.
Why D is Wrong: Using a secure communication channel is a specific technical control for data in transit.
While important, it addresses only one specific risk and should be implemented as part of a comprehensive security strategy informed by a prior risk assessment.
NEW QUESTION # 48
A security administrator must provide access controls for AI systems to list tables. Which of the following should the administrator implement?
Answer: B
Explanation:
Since the requirement is to control which users or systems can list tables, the proper control lies at the data access level. Implementing data access controls ensures only authorized entities can view or query the underlying tables used by the AI system.
NEW QUESTION # 49
A company uses human review for software development validation and wants to add another validation layer. Which of the following should a security administrator use to accomplish task?
Answer: B
Explanation:
AI-assisted approval adds an automated validation layer alongside human review, helping detect potential security or quality issues in software development before deployment. This strengthens the overall validation process.
NEW QUESTION # 50
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