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Auditing Artificial Intelligence cover

Auditing Artificial Intelligence

A Handbook for Audit, Risk, and Security Professionals

by Albert J. Marcella

1st Edition

Publisher: CRC Press

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Book Details

Print ISBN9781041078791
eText ISBN9781040426074
PublisherCRC Press
Publishing Year2025
Edition1st Edition
LanguageEnglish
Pages380

Auditing Artificial Intelligence: A Handbook for Audit, Risk, and Security Professionals, 1st Edition, provides systematic evaluation methodologies for examining complex computational implementations. Authored specifically for IT auditors, information security experts, and risk management professionals, this reference handbook outlines technical frameworks designed to inspect algorithmic structures, system integrity, and operational oversight mechanisms.

The text structures its primary focus around core operational domains, advancing from foundational oversight principles to specialized technical assessments. Detailed thematic coverage includes generative AI metrics, prompt engineering validation, and reinforcement learning models, offering targeted procedures to analyze operational input data, system decision behaviors, and model output reliability.

Divided into 24 targeted chapters spanning governance, risk management, compliance, and system auditing, the work provides a methodical progression for formal technical reviews. It offers IT auditors, security experts, and risk professionals structured methodologies for evaluating automated software deployments within modern enterprise computing environments.

Table of Contents

  1. Chapter 1: Artificial Intelligence

    • • The Basics
  2. Chapter 2: AI Algorithms

  3. Chapter 3: Key Metrics for Generative AI

  4. Chapter 4: Auditing AI KPIs

  5. Chapter 5: AI Governance and Oversight

  6. Chapter 6: Auditing AI Accountability

  7. Chapter 7: Auditing the Trustworthiness of AI

  8. Chapter 8: AI Systems Decision-Making

    • • Auditing Fairness
  9. Chapter 9: Auditing the Reliability of Generative AI Tools

  10. Chapter 10: Auditing the Ethics of AI

  11. Chapter 11: Auditing the Process of Prompt Engineering

  12. Chapter 12: AI Risk Management

  13. Chapter 13: Auditing AI Bias and Deception Risk

  14. Chapter 14: Risk Assessment

    • • Auditing AI Software vs Traditional Software
  15. Chapter 15: Auditing the Status of AI Compliance

  16. Chapter 16: Auditing AI System Documentation and Reporting

  17. Chapter 17: Reinforcement Learning Models and Reward Reports

  18. Chapter 18: Code Analysis

  19. Chapter 19: Change Management and AI Systems

  20. Chapter 20: Safety and Security of AI Systems and Software

  21. Chapter 21: Software Certification of AI Systems

  22. Chapter 22: Auditing AI System Performance

  23. Chapter 23: Auditing AI Systems

    • • Continuous Monitoring
  24. Chapter 24: Data Collection and Operational Consistency

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