Trustworthy AI: Ethical Frameworks for Responsible Innovation

Artificial intelligence is reshaping decisions that affect people, institutions, and societies.Understanding how to design, deploy, and govern AI systems that can be trusted is now essential in many disciplines.This book offers a clear, concise introduction to trustworthy AI, treating AI not just as a technical artifact but as a socio-technical system embedded in human contexts.Developed from an internationally applicable educational framework, the book is designed for teaching and learning in computer science, data science, law, policy, business, and related fields.It equips students and professionals with the concepts and judgment needed to engage critically and responsibly with AI in practice.Combining ethics, governance, and practical insight, the book explains key concepts including transparency, fairness, accountability, human oversight, and stakeholder participation.An interdisciplinary approach makes the material accessible to both technical and non-technical audiences, with re