Synopsis
AI from First Principles
What It Is, What It Isn’t, and Why It Matters for Leaders
Artificial intelligence is no longer a future technology. It is already influencing decisions about customers, credit, risk, pricing, hiring, and services, often at a scale no human can oversee directly. Yet many executives and board members still struggle to explain what AI actually is, how it works, who remains accountable when something goes wrong, and why responsibility never shifts to the technology.
AI from First Principles cuts through the hype to provide a clear, practical explanation of artificial intelligence for leaders. It explains how modern AI systems differ from traditional software, why probabilistic systems behave differently, and how responsibility and governance must be designed into AI-enabled organisations.
Rather than focusing on algorithms or coding, the book treats AI as part of a wider decision-making system, combining data, machine learning models, rules, workflows, human oversight, and external platforms. It shows how AI informs and automates decisions at scale, why fluent outputs can conceal real risk, and why accountability never transfers to the technology itself.
Drawing on real-world experience from highly regulated industries, AI from First Principles covers:
- A practical definition of artificial intelligence for leaders
- The difference between rules-based systems, machine learning, and generative AI
- How AI reshapes decision-making at organisational scale
- Why risk, bias, and hallucinations occur in practice
- What regulators and auditors expect from AI-enabled organisations
- How platform power and vendor dependency create strategic risk
- The questions boards and executive teams should be asking now
Clear, concise, and grounded in organisational reality, this book gives leaders the mental models, language, and frameworks they need to govern AI responsibly, without becoming technologists themselves.
This is not a book about building AI. It is a book about leading in an AI-enabled world.
This book is for:
- Senior leaders and executives
- Board members and non-technical decision-makers
- Anyone responsible for AI governance, risk, or strategy
"synopsis" may belong to another edition of this title.
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AI from First Principles (Paperback)
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Paperback. Condition: new. Paperback. AI from First PrinciplesWhat It Is, What It Isn't, and Why It Matters for LeadersArtificial intelligence is no longer a future technology. It is already influencing decisions about customers, credit, risk, pricing, hiring, and services, often at a scale no human can oversee directly. Yet many executives and board members still struggle to explain what AI actually is, how it works, who remains accountable when something goes wrong, and why responsibility never shifts to the technology.AI from First Principles cuts through the hype to provide a clear, practical explanation of artificial intelligence for leaders. It explains how modern AI systems differ from traditional software, why probabilistic systems behave differently, and how responsibility and governance must be designed into AI-enabled organisations.Rather than focusing on algorithms or coding, the book treats AI as part of a wider decision-making system, combining data, machine learning models, rules, workflows, human oversight, and external platforms. It shows how AI informs and automates decisions at scale, why fluent outputs can conceal real risk, and why accountability never transfers to the technology itself.Drawing on real-world experience from highly regulated industries, AI from First Principles covers: A practical definition of artificial intelligence for leadersThe difference between rules-based systems, machine learning, and generative AIHow AI reshapes decision-making at organisational scaleWhy risk, bias, and hallucinations occur in practiceWhat regulators and auditors expect from AI-enabled organisationsHow platform power and vendor dependency create strategic riskThe questions boards and executive teams should be asking nowClear, concise, and grounded in organisational reality, this book gives leaders the mental models, language, and frameworks they need to govern AI responsibly, without becoming technologists themselves.This is not a book about building AI. It is a book about leading in an AI-enabled world.This book is for: Senior leaders and executivesBoard members and non-technical decision-makersAnyone responsible for AI governance, risk, or strategy This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9798245982311
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Paperback. Condition: new. Paperback. AI from First PrinciplesWhat It Is, What It Isn't, and Why It Matters for LeadersArtificial intelligence is no longer a future technology. It is already influencing decisions about customers, credit, risk, pricing, hiring, and services, often at a scale no human can oversee directly. Yet many executives and board members still struggle to explain what AI actually is, how it works, who remains accountable when something goes wrong, and why responsibility never shifts to the technology.AI from First Principles cuts through the hype to provide a clear, practical explanation of artificial intelligence for leaders. It explains how modern AI systems differ from traditional software, why probabilistic systems behave differently, and how responsibility and governance must be designed into AI-enabled organisations.Rather than focusing on algorithms or coding, the book treats AI as part of a wider decision-making system, combining data, machine learning models, rules, workflows, human oversight, and external platforms. It shows how AI informs and automates decisions at scale, why fluent outputs can conceal real risk, and why accountability never transfers to the technology itself.Drawing on real-world experience from highly regulated industries, AI from First Principles covers: A practical definition of artificial intelligence for leadersThe difference between rules-based systems, machine learning, and generative AIHow AI reshapes decision-making at organisational scaleWhy risk, bias, and hallucinations occur in practiceWhat regulators and auditors expect from AI-enabled organisationsHow platform power and vendor dependency create strategic riskThe questions boards and executive teams should be asking nowClear, concise, and grounded in organisational reality, this book gives leaders the mental models, language, and frameworks they need to govern AI responsibly, without becoming technologists themselves.This is not a book about building AI. It is a book about leading in an AI-enabled world.This book is for: Senior leaders and executivesBoard members and non-technical decision-makersAnyone responsible for AI governance, risk, or strategy This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9798245982311
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AI from First Principles: What It Is, What It Isn't, and Why It Matters for Leaders
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