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CompTIA CY0-001 Exam Syllabus Topics:

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

                                      CompTIA SecAI+ Certification Sample Questions:

                                      1. A financial organization implements a new AI-based fraud detection system to flag suspicious transactions. A security analyst discovers that it occasionally blocks legitimate transactions.
                                      Which of the following is the best recommendation?

                                      A) Implementing AI token usage and rate limits
                                      B) Retraining the model with more data and recent transaction patterns
                                      C) Encrypting all the data processed by AI and applying further access controls
                                      D) Rolling back the model and using a traditional fraud detection system


                                      2. An organization develops a chatbot that does not provide harmful or explicit responses, must use clean and professional language, and ensures that responses are accurate.
                                      Which of the following should the organization conduct after the chatbot is fully developed but before a customer-facing deployment?

                                      A) Guardrail testing and validation
                                      B) Model auditing and evaluation
                                      C) Regression modeling and minimization
                                      D) Data labeling and classification


                                      3. A security operations center (SOC) analyst needs to automate multiple security tasks by breaking them down into smaller parts.
                                      Which of the following AI tools is the best for this task?

                                      A) Retrieval-augmented generation (RAG) AI
                                      B) Generative AI
                                      C) Chatbot
                                      D) Agentic AI


                                      4. Which of the following is a risk addressed by responsible AI?

                                      A) Response bias
                                      B) Model drift
                                      C) Reputational loss
                                      D) Data poisoning


                                      5. A company deploys an internet-facing chatbot using RAG. Logs show that an administrator can retrieve employee names and usernames while an employee receives ' information not available. ' Which of the following is reducing the risk of sensitive data exposure in this scenario?

                                      A) Prompt templates
                                      B) Rate limiting
                                      C) Data access controls
                                      D) Model-specific guardrails


                                      Solutions:

                                      Question # 1
                                      Answer: B
                                      Question # 2
                                      Answer: A
                                      Question # 3
                                      Answer: D
                                      Question # 4
                                      Answer: A
                                      Question # 5
                                      Answer: C

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