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praise for successful AI product creation"Shub Agarwal's insights and expertise make this guide an indispensable resource for anyone looking to succeed in the transformative world of AI."
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from foreword by JIA LI, Co-Founder, Chief AI Officer & President-LiveX AI, IEEE Fellow, Founding Head of R&D-Google Cloud AI
"This book is a crucial guide for anyone who wants to understand and shape the future."
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from foreword by TED SHELTON, Chief Operating Officer-Inflection AI
"A much-needed resource that demystifies AI product creation."
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PASCAL BORNET, Bestselling Author on AI, Ex-McKinsey & Company
"A clear, actionable blueprint for implementing generative AI."
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NIKI KHOKALE, Former Head of Product Strategy & Analytics-Google
"A must-read to scale impactful AI and Generative AI solutions-use it, share it, and drive innovation!"
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NATALIE GIL, MIT Sloan Fellow, Former AWS, Goldman Sachs, and Microsoft Executive
"Shub A.'s book is a catalyst for transformative 'aha' moments."
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CHARANYA 'CK' KANNAN, Co-Founder and CEO, AI Startup, Former Chief Product Officer-Talkdesk
Inhaltsverzeichnis
Preface xi
Foreword by Jia Li xiii
Foreword by Ted Shelton xv
Introduction: Creating Successful AI Products-A Nine-Step Framework xvii
Part I Strategic Foundation 1 Chapter 1 Mapping Problems to Business Goals for AI Products 3
Chapter 2 Curiosity to Learn AI Use Cases and Emerging Technical ML Concepts 23
Chapter 3 Experimentation Mindset and Room in the Roadmap to Innovate 53
Part II Implementation & Integration 73 Chapter 4 Integrating the MDLC with the SDLC 75
Chapter 5 Scaling Research to Production 99
Chapter 6 Acceptance Criteria in the World of AI 121
Part III Sustainable Excellence & Innovation 147 Chapter 7 Patience and Plan to Surpass Human-Level Performance 149
Chapter 8 Model Explainability, Interpretability, Ethics, and Bias 169
Chapter 9 Model Operations: Model Drift Management 193
Chapter 10 AI Is the New UX: Transforming Human Interaction 219
Chapter 11 Understanding Generative AI for Product Management 245
Glossary 259
Acknowledgments 267
About the Author 269
Index 271
Über den Autor / die Autorin
SHUB AGARWAL is a product leader and educator with nearly two decades of experience spanning academia, Fortune 50 companies, Silicon Valley startups, and Amazon. He teaches AI and Product Management at the University of Southern California, Los Angeles, and specializes in translating complex AI concepts into actionable product strategies.
