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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Basic AI Concepts Related to Cybersecurity17%- AI and Machine Learning Fundamentals
  • 1. Supervised, unsupervised, reinforcement learning
    • 2. Neural networks and deep learning basics
      - Generative AI Concepts
      • 1. LLMs and generative AI basics
        • 2. Prompting and AI interaction fundamentals
          - AI Threat Landscape
          • 1. AI-driven cyber threats (phishing, malware automation)
            • 2. Adversarial AI and model manipulation
              AI-Assisted Security24%- Security Operations Enhancement
              • 1. SOC automation and alert correlation
                • 2. AI-driven threat detection and anomaly detection
                  - Operational Use of AI
                  • 1. AI-enabled threat intelligence analysis
                    • 2. Incident response acceleration
                      Securing AI Systems40%- Adversarial Defense
                      • 1. Data poisoning mitigation
                        • 2. Model extraction and inference attack defense
                          - AI System Protection
                          • 1. Secure AI pipelines and deployment environments
                            • 2. Data protection and model security
                              AI Governance, Risk, and Compliance19%- AI Governance Frameworks
                              • 1. NIST AI RMF concepts
                                • 2. ISO/IEC AI governance alignment
                                  - Risk and Compliance
                                  • 1. Ethical AI and responsible usage policies
                                    • 2. Regulatory compliance for AI systems

                                      CompTIA SecAI+ Certification Sample Questions:

                                      Question #1

                                      A security administrator needs to improve an AI model. During an initial investigation, the administrator notices that two successive login failures are recorded every day, and then a successful login occurs after a specific time interval. All the successful login attempts have been during office hours.
                                      Which of the following techniques should the administrator use to improve the AI model ' s security?

                                      • A. Access management
                                      • B. Pattern recognition
                                      • C. Vulnerability analysis
                                      • D. Signature matching
                                      Reveal Solution  Discussion  0

                                      Correct Answer: B  🗳️

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                                      Question #2

                                      An organization is concerned with the exposure of sensitive data.
                                      Which of the following is the most relevant security concern?

                                      • A. Hyperparameter tuning
                                      • B. Model inversion
                                      • C. Overfitting
                                      • D. Data normalization
                                      Reveal Solution  Discussion  0

                                      Correct Answer: B  🗳️

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                                      Question #3

                                      A management team is concerned about an unexpected cost increase for a public-facing AI chatbot.
                                      Which of the following should a security administrator examine first to determine the root cause?

                                      • A. Model token usage
                                      • B. Web application firewall (WAF) rules
                                      • C. Vector database input/output operations per second performance
                                      • D. Firewall logs
                                      Reveal Solution  Discussion  0

                                      Correct Answer: A  🗳️

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                                      Question #4

                                      A security engineer needs to monitor an AI-based system for runtime operations. The engineer is mostly concerned about the visibility of internal activity.
                                      Which of the following is the most appropriate monitoring solution?

                                      • A. Enabling stack call and debugging level traces at the function level
                                      • B. Relying on vendor model controls and monitoring prompt inputs
                                      • C. Implementing a web application firewall (WAF) with header logging
                                      • D. Deploying a security information and event management (SIEM) tool
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                                      Correct Answer: A  🗳️

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                                      Question #5

                                      Which of the following strengthens the performance of a large language model (LLM) for malicious reconnaissance?

                                      • A. Creating a web scraper script using AI to capture the company website
                                      • B. Instructing an AI assistant to query as an administrator
                                      • C. Prompting a chatbot to describe server naming patterns and Internet Protocol (IP) ranges
                                      • D. Enhancing a foundational model with the inclusion of retrieval-augmented generation (RAG)
                                      Reveal Solution  Discussion  0

                                      Correct Answer: D  🗳️

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