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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Basic AI Concepts Related to Cybersecurity17%- Core AI principles and terminology
  • 1. Machine learning, deep learning, NLP, automation
  • 2. Generative AI concepts and capabilities
- AI-driven threats and risks
  • 1. Automated phishing, polymorphic malware
  • 2. Adversarial machine learning attacks
  • 3. Malicious use of generative AI
- AI applications in security
  • 1. Security automation and decision support
  • 2. Threat detection and anomaly analysis
Topic 2: Securing AI Systems40%- Secure AI development and operations
  • 1. Secure MLOps and AI pipeline design
  • 2. DevSecOps integration for AI
- Security controls for AI systems
  • 1. Data protection: integrity, confidentiality, privacy
  • 2. Model security: access, integrity, anti-tampering
  • 3. Deployment environment security
- Defending against AI-specific attacks
  • 1. Prompt injection, data poisoning, model inversion
  • 2. Adversarial example defense
  • 3. Threat modeling for AI lifecycles
Topic 3: AI-assisted Security24%- Security automation and orchestration
  • 1. Vulnerability management and assessment
  • 2. Workflow automation and response playbooks
- AI for threat detection and response
  • 1. Anomaly detection and behavioral analysis
  • 2. Accelerated threat hunting
  • 3. Automated incident triage and correlation
- AI in security strategy and operations
  • 1. Threat modeling and risk assessment
  • 2. Compliance monitoring and auditing
Topic 4: AI Governance, Risk and Compliance19%- Compliance and legal requirements
  • 1. Transparency, accountability and auditability
  • 2. Data protection and privacy laws
- Governance frameworks and policies
  • 1. Organizational AI governance structures
  • 2. Responsible AI principles and ethics
  • 3. Global standards: NIST AI RMF, EU AI Act
- Risk management for AI
  • 1. AI risk identification and assessment
  • 2. Risk mitigation and control strategies

CompTIA SecAI+ Certification Sample Questions:

1. A security administrator wants to prevent prompt injection attacks and ensure responses have sanitized output.
Which of the following provides a primary compensating control for these requirements?

A) Rate limiting
B) Encryption
C) Least privilege
D) A large language model (LLM) firewall


2. A short AI-generated video shows a celebrity ' s likeness talking about a fake public security event.
Which of the following was used to create this video?

A) Random forest
B) Machine learning (ML) classifier
C) Statistical analysis
D) Convolutional neural network


3. During a model validation procedure, an engineer notices that a model performs well during training but poorly during testing.
Which of the following best describes the reason?

A) Fine-tuning
B) Inference
C) Overfitting
D) Regularization


4. Which of the following is the most impactful security risk associated with the use of a generative AI chatbot?

A) Weak encryption
B) Model validation
C) Data leakage
D) Overly permissive access


5. As a compliance requirement, a large language model (LLM) application requires setting up guardrails.
Which of the following resources is most appropriate to use?

A) LLM libraries
B) Retrieval-augmented generation (RAG)
C) Open Worldwide Application Security Project (OWASP)
D) Security incident and event management (SIEM)


Solutions:

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

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