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ECCouncil 612-51 Exam Syllabus Topics:

Section	Weight	Objectives
AI Governance and Frameworks	9%	- ISO/IEC 42001 AI Management System - NIST AI Risk Management Framework (NIST AI RMF) - Governance Maturity Models and Implementation Roadmaps
AI Assurance, Testing, and Auditing	10%	- Continuous Monitoring and Post-Deployment Governance - AI Validation, Verification, and Performance Testing - Audit Frameworks, Evidence Collection, and Reporting
AI Risk and Threat Management	12%	- Bias, Fairness, and Adversarial Robustness - AI Risk Assessment Methodologies and Lifecycle Risk Management - Risk Mitigation Strategies and Control Selection - AI-Specific Threats, Vulnerabilities, and Attack Vectors
AI Regulatory Compliance	9%	- EU AI Act and Classification Rules - Sector-Specific Regulations and Reporting Obligations - Global Privacy Laws: GDPR, CCPA/CPRA - Compliance Assessment, Gap Analysis, and Audit Readiness
AI Security Architecture and Controls	10%	- Security-by-Design Principles for AI - Infrastructure Security and MLOps Pipeline Hardening - Data Protection, Model Security, and Access Controls
Third-Party AI Risk Management and Supply Chain Security	11%	- Ongoing Monitoring and Performance Assurance of Third-Party Systems - AI Supply Chain Risks and Data Provenance - Vendor Selection, Due Diligence, and Contractual Clauses
AI Incident Response and Business Continuity	9%	- AI-Specific Incident Categories and Detection - Model Failures, Rollback, and Resilience Planning - Response Playbooks, Escalation, and Notification Protocols
AI Strategy and Planning	8%	- Performance Metrics and Governance Program Management - Strategic Vision, Governance Policies, and Organizational Alignment - AI Governance Structures, Roles, and Decision Authority - Change Management and AI Culture
AI Foundations and Technology Ecosystem	9%	- AI Applications, Use Cases, and Industry Adoption - AI System Architecture, MLOps, and Technology Ecosystem - Organizational Readiness and AI Planning - Core AI Concepts, Fundamentals, and Definitions
AI Concerns, Ethical Principles, and Responsible AI	8%	- Ethical Challenges and Risks in AI Systems - Responsible AI Across System Lifecycle - International AI Ethics Guidelines and Frameworks - Fairness, Transparency, Accountability, and Sustainability
Building Privacy, Trust, and Safety in AI Systems	9%	- Data Minimization, Anonymization, and Privacy-Enhancing Technologies - Safety Guardrails and Human Oversight Mechanisms - Explainability, Transparency, and Trustworthy Interfaces

ECCouncil Certified Responsible AI Governance & Ethics (CRAGE) Sample Questions:

Question #1

Lexicon Analytics is developing a Natural Language Processing (NLP) pipeline for a new sentiment-analysis product. The engineering team is specifying preprocessing steps to transform raw customer reviews into machine-readable formats. The AI Program Manager must approve the step in which long paragraphs are split into smaller units, such as words or subwords.
Which NLP preprocessing stage is the Program Manager approving?

A. Lemmatization
B. Sentiment Scoring
C. Tokenization
D. Stemming

Reveal Solution Discussion 0

Correct Answer: C 🗳️