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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 and Machine Learning Fundamentals
      • 1. Neural networks and deep learning basics
        • 2. Supervised, unsupervised, reinforcement learning
          - AI Threat Landscape
          • 1. AI-driven cyber threats (phishing, malware automation)
            • 2. Adversarial AI and model manipulation
              Topic 2: Securing AI Systems40%- Adversarial Defense
              • 1. Model extraction and inference attack defense
                • 2. Data poisoning mitigation
                  - AI System Protection
                  • 1. Secure AI pipelines and deployment environments
                    • 2. Data protection and model security
                      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: AI Governance, Risk, and Compliance19%- AI Governance Frameworks
                              • 1. ISO/IEC AI governance alignment
                                • 2. NIST AI RMF concepts
                                  - Risk and Compliance
                                  • 1. Ethical AI and responsible usage policies
                                    • 2. Regulatory compliance for AI systems

                                      CompTIA SecAI+ Certification Sample Questions:

                                      1. A security consultant needs to detect attacks across a large language model (LLM) firewall.
                                      Which of the following techniques should the consultant use?

                                      A) Translation analysis
                                      B) Vulnerability enumeration
                                      C) Distributed denial-of-service
                                      D) Signature matching


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


                                      3. A customer-facing, AI-powered chatbot has been jailbroken through prompt injections. As a result, the AI model is offering a 99% discount on the purchase of a new vehicle.
                                      Which of the following should be implemented to enhance the model ' s robustness against such attacks?

                                      A) Log monitoring
                                      B) Guardrails
                                      C) Bias filtering
                                      D) System prompt


                                      4. A developer is proposing a new AI application for human resources systems. Which of the following are the most important considerations?

                                      A) Geniality and appeal
                                      B) Brevity and summarization
                                      C) Privacy and security
                                      D) Graphics and design


                                      5. A security operations center (SOC) has a very high volume of logs and alerts. The manager proposes the implementation of a machine learning (ML) system to help with triage.
                                      Which of the following tasks is most suitable?

                                      A) Summarizing the content of alerts
                                      B) Automatically patching vulnerable systems
                                      C) Identifying and classifying alerts
                                      D) Applying filters on specific alerts


                                      Solutions:

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

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