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ai audit : Exam Prep & Audit Essentials 1.0 Introduction to AI Auditing: Prepare for the AAIA Certification EXAM CANDIDATE GUIDE
ai audit : Exam Prep & Audit Essentials
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introductions
full index
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1.0 Introduction to AI Auditing: Prepare for the AAIA Certification EXAM CANDIDATE GUIDE
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ebook index
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33% DOMAIN 1 – AI GOVERNANCE AND RISK
33% DOMAIN 1 – AI GOVERNANCE AND RISK INDEX
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A–AI MODELS, CONSIDERATIONS, AND REQUIREMENTS
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AAIA en 1.1 AI Fundamentals Explained: Models, Algorithms, Lifecycle & Business Impact
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Types of AI
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Machine Learning Approaches
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Algorithms in Artificial Intelligence
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AI System Life Cycle
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Business Considerations 
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B–AI GOVERNANCE AND PROGRAM MANAGEMENT
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AAIA en 1.2 Mastering AI Governance & Program Management
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Types of AI Strategies
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AI-Related Roles and Responsibilities 
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Core AI-Related Policies and Procedures
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Importance and Objectives of AI Training and Awareness
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Importance and Objectives of AI Program Metrics
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C –AI RISK MANAGEMENT 
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AAIA en 1.3 AI RISK MANAGEMENT AI-Related Risk Identification Risk Assessment Risk Monitoring
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AI RISK MANAGEMENT
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AI-Related Risk Assessment
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AI-Related Risk Monitoring
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D–PRIVACY AND DATA GOVERNANCE PROGRAMS  
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AAIA en 1.4 PRIVACY AND DATA GOVERNANCE PROGRAMS  Data Governance -Privacy Considerations
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 Data Governance
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Privacy Considerations
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E–LEADING PRACTICES, ETHICS, REGULATIONS, AND STANDARDS FOR AI   
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AAIA en 1.5 E–LEADING PRACTICES, ETHICS, REGULATIONS, AND STANDARDS FOR AI   Standards,
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 Standards, Frameworks, and Regulations Related to AI
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Ethical Considerations
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46% DOMAIN 2 – AI OPERATIONS
46% DOMAIN 2 – AI OPERATIONS INDEX
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AAIA en 2 0 part 2 AI OPERATIONS
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A–DATA MANAGEMENT SPECIFIC TO AI 
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AAIA en 2 1 AI Data Management
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Data Collection
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Data Classification
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Data Confidentiality
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Data Quality
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Data Balancing
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Data Scarcity
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Data Security
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B–AI SOLUTION DEVELOPMENT METHODOLOGIES AND LIFECYCLE 
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AAIA en 2 2 AI SOLUTION DEVELOPMENT METHODOLOGIES AND LIFECYCLE
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AI Solution Development Life Cycle (AI SDLC)
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Privacy and Security by Design
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C–CHANGE MANAGEMENT SPECIFIC TO AI  
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AAIA en 2 3 CHANGE MANAGEMENT SPECIFIC TO AI
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Change Management Considerations
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D–SUPERVISION OF AI SOLUTIONS   
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AAIA en 2 4 SUPERVISION OF AI SOLUTIONS   AI Agency
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SUPERVISION OF AI SOLUTIONS
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E–TESTING TECHNIQUES FOR AI SOLUTIONS     
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AAIA en 2 5 TESTING TECHNIQUES FOR AI SOLUTIONS
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TESTING TECHNIQUES FOR AI SOLUTIONS
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AI-Specific Testing Techniques
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F–THREATS AND VULNERABILITIES SPECIFIC TO AI      
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AAIA en 2 6 THREATS AND VULNERABILITIES SPECIFIC TO AI
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Types of AI-Related Threats
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Controls for AI-Related Threats
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G–INCIDENT RESPONSE MANAGEMENT SPECIFIC TO AI       
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AAIA en 2 7 INCIDENT RESPONSE MANAGEMENT SPECIFIC TO AI
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INCIDENT RESPONSE MANAGEMENT SPECIFIC TO AI
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Identify and Report
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Assess
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Respond
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21% DOMAIN 3 – AI AUDITING TOOLS AND TECHNIQUES
21% DOMAIN 3 – AI AUDITING TOOLS AND TECHNIQUES INDEX
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AAIA en 3 0 part 3: AI Auditing Tools and Techniques.
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A–AUDIT PLANNING AND DESIGN
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AAIA en 3 1 AUDIT PLANNING AND DESIGN4
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Identification of AI Assets
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Types of AI Controls
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Internal Training for AI Use
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Assess
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B–AUDIT TESTING AND SAMPLING METHODOLOGIES  
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AAIA en 3 2 AUDIT TESTING AND SAMPLING METHODOLOGIES
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Designing an AI Audit
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Testing AI Outcomes
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Sample AI Audit Process
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C–AUDIT EVIDENCE COLLECTION TECHNIQUES 
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AAIA en 3 3 AUDIT EVIDENCE COLLECTION TECHNIQUES
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Data Collection
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2. Walkthroughs and Interviews
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D–AUDIT DATA QUALITY AND DATA ANALYTICS 
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AAIA en 3 4 AUDIT DATA QUALITY AND DATA ANALYTICS
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Data Quality
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Data Analytics
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Tools for Data Analytics in AI Audits
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E–AI AUDIT OUTPUTS AND REPORTS 
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AAIA en 3 5 AI AUDIT OUTPUTS AND REPORTS  Reports 
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Role of Data Analytics in AI Auditing
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Quality Assurance
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4 SECONDARY CLASSIFICATIONS – TASKS
SECONDARY CLASSIFICATIONS – TASKS
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AAIA en 4 0 SECONDARY CLASSIFICATIONS – TASKS
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Appendix B: Table of Acronyms
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quiz
AAIA
Quiz
AAIA B
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What to Prioritize Before the Exam tips for exams
What to Prioritize Before the Exam videos
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What to Prioritize Before the Exam read me
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Announcements Reviews Live Classes Gradebook Certificate Course Info

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