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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Basic AI Concepts Related to Cybersecurity17%- Generative AI Concepts
  • 1. LLMs and generative AI basics
    • 2. Prompting and AI interaction fundamentals
      - AI Threat Landscape
      • 1. Adversarial AI and model manipulation
        • 2. AI-driven cyber threats (phishing, malware automation)
          - AI and Machine Learning Fundamentals
          • 1. Neural networks and deep learning basics
            • 2. Supervised, unsupervised, reinforcement learning
              Topic 2: AI Governance, Risk, and Compliance19%- Risk and Compliance
              • 1. Regulatory compliance for AI systems
                • 2. Ethical AI and responsible usage policies
                  - AI Governance Frameworks
                  • 1. ISO/IEC AI governance alignment
                    • 2. NIST AI RMF concepts
                      Topic 3: AI-Assisted Security24%- Operational Use of AI
                      • 1. Incident response acceleration
                        • 2. AI-enabled threat intelligence analysis
                          - Security Operations Enhancement
                          • 1. AI-driven threat detection and anomaly detection
                            • 2. SOC automation and alert correlation
                              Topic 4: Securing AI Systems40%- AI System Protection
                              • 1. Secure AI pipelines and deployment environments
                                • 2. Data protection and model security
                                  - Adversarial Defense
                                  • 1. Data poisoning mitigation
                                    • 2. Model extraction and inference attack defense

                                      CompTIA SecAI+ Certification Sample Questions:

                                      1. A cybersecurity analyst must use pattern recognition on a data set containing unstructured data.
                                      Which of the following models is the best for this task?

                                      A) Logistic regression
                                      B) Long short-term memory
                                      C) Decision tree
                                      D) Convolutional neural network


                                      2. Which of the following is an example of how a security analyst uses generative AI in the triage process?

                                      A) To use statistical analysis for malicious code assessment
                                      B) To predict the next attack target with higher accuracy
                                      C) To summarize security findings by category
                                      D) To tag malware using machine learning (ML) algorithms


                                      3. An architect is using the firm ' s recommended large language model (LLM) to find an internal solution for content management.
                                      Given the following:

                                      Which of the following controls is the best for mitigating this issue?

                                      A) Access controls
                                      B) Model training
                                      C) Response validation
                                      D) Integrity monitoring


                                      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) Application programming interface (API) rate controls
                                      B) Endpoint access controls
                                      C) Output token controls
                                      D) Modality controls
                                      E) Content delivery network (CDN)
                                      F) Model fine-tuning


                                      5. A security analyst receives an alert about an AI system and is investigating the following output:

                                      Which of the following is the most appropriate control the analyst should recommend?

                                      A) Monitoring logs for attack words from the system
                                      B) Hardening the Model Context Protocol server
                                      C) Implementing user input validation
                                      D) Integrating data sanitization


                                      Solutions:

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

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