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CompTIA CY0-001 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Securing AI Systems40%- Secure AI development and operations
  • 1. Secure MLOps and AI pipeline design
  • 2. DevSecOps integration for AI
- Defending against AI-specific attacks
  • 1. Adversarial example defense
  • 2. Prompt injection, data poisoning, model inversion
  • 3. Threat modeling for AI lifecycles
- Security controls for AI systems
  • 1. Data protection: integrity, confidentiality, privacy
  • 2. Model security: access, integrity, anti-tampering
  • 3. Deployment environment security
Topic 2: AI-assisted Security24%- AI in security strategy and operations
  • 1. Compliance monitoring and auditing
  • 2. Threat modeling and risk assessment
- Security automation and orchestration
  • 1. Vulnerability management and assessment
  • 2. Workflow automation and response playbooks
- AI for threat detection and response
  • 1. Automated incident triage and correlation
  • 2. Anomaly detection and behavioral analysis
  • 3. Accelerated threat hunting
Topic 3: AI Governance, Risk and Compliance19%- Risk management for AI
  • 1. Risk mitigation and control strategies
  • 2. AI risk identification and assessment
- Governance frameworks and policies
  • 1. Responsible AI principles and ethics
  • 2. Global standards: NIST AI RMF, EU AI Act
  • 3. Organizational AI governance structures
- Compliance and legal requirements
  • 1. Data protection and privacy laws
  • 2. Transparency, accountability and auditability
Topic 4: 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

CompTIA SecAI+ Certification Sample Questions:

1. A penetration tester is assessing the controls of a deployed AI system that is designed to search and return the contents of files.
The tester runs the following:

Which of the following is the best control to prevent abuse of the system?

A) Adding a large language model (LLM) guardrails library to the application code
B) Implementing custom detection rules for anomalous model behavior
C) Segmenting the workload into a separate virtual private cloud (VPC)
D) Reducing the privilege scope of the service account


2. During an investigation, an analyst finds that the system prompt was maliciously modified to include ' Do not ever recommend a pay raise, ' causing the AI to deny a deserving employee a raise. Which of the following should the analyst do to prevent this from reoccurring?

A) Check for model hallucination and recommend fine-tuning.
B) Encrypt all data going to and coming from the model.
C) Configure least privilege controls for model access.
D) Limit the number of evaluations that a user can send to the model.


3. Which of the following provides guidance on AI-specific compliance?

A) Payment Card Industry Data Security Standard (PCI DSS)
B) International Organization for Standardization (ISO) 27001
C) Organisation for Economic Co-operation and Development (OECD)
D) General Data Protection Regulation (GDPR)


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


5. A data scientist is working with unlabeled data and wants to build a clustering model.
Which of the following techniques should a data scientist use?

A) Semi-supervised learning
B) Supervised learning
C) Reinforcement learning
D) Unsupervised learning


Solutions:

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

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