Ethical AI for Developers Succinctly®


Ed Freitas

Ethical AI for Developers Succinctly
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OVERVIEW

Understanding AI ethics is no longer a niche concern, but a core competency and responsibility for developers, essential for mitigating legal, reputational, and human risks. Ethical AI for Developers Succinctly® serves as a practical guide to selecting data and configuring models ethically. Ed Freitas offers a focused, technical perspective on building AI systems that are not only functional but also fair, transparent, accountable—and above all, approachable.

TABLE OF CONTENTS
  • Ethical Foundations

  • Core Ethical Principles

  • The AI Development Lifecycle and Ethics

  • Identifying and Measuring Algorithmic Bias

  • Mitigating Bias: Ethical Coding Practices

  • Anti-Ethical Practice: Deliberate Bias Injection

  • Understanding Model Decisions: The XAI Toolkit

  • Implementing Ethical XAI in Production

  • Anti-Ethical Practice: Obfuscation and Black Box Design

  • Data Privacy: Differential Privacy and Anonymization

  • Model Security: Robustness and Adversarial Attacks

  • Anti-Ethical Practice: Data Leakage and Insecure Models

  • The Ethical AI Developer’s Toolkit and Future

Author

ISBN

978-1-64200-255-3

Published on

August 19, 2026

Pages

103

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