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AI Transparency & Explainability : Making Black-Box Algorithms Accountable - Joe Correa

AI Transparency & Explainability

Making Black-Box Algorithms Accountable

By: Joe Correa

Paperback | 20 January 2026

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AI Transparency & Explainability: Making Black-Box Algorithms Accountable is the definitive guide to understanding, governing, and legally defending artificial intelligence in the modern world.

As AI systems increasingly decide who gets hired, financed, treated, insured, and even imprisoned, governments and courts are demanding one thing above all else: explanations. This book reveals how explainable AI (XAI) works, why black-box algorithms are dangerous, and how organizations must build transparent, auditable, and legally defensible AI systems.

Whether you are an executive, engineer, regulator, attorney, or policymaker, this book shows how to survive-and dominate-in the era of regulated artificial intelligence.

Inside this book you will discover:

  • How black-box algorithms quietly create bias, legal risk, and corporate liability
  • Why governments worldwide are banning opaque AI in high-risk industries
  • How explainable AI works in finance, healthcare, hiring, and law enforcement
  • The tools used to expose algorithmic decision-making
  • How courts evaluate automated decisions
  • Why AI systems must now keep decision logs, audits, and explainability reports
  • How to build legally defensible AI models
  • How transparency creates public trust and regulatory approval

This is not theory. This is the operating manual for the future of AI.

If your business, government, or career touches artificial intelligence, this book is not optional-it is essential.

If you build, buy, regulate, or rely on AI, you must understand how it will be judged.

Read this book. Protect your organization. Shape the future of responsible AI.

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