Acknowledgments
This book was made possible by practitioners who shared their stories, their failures, and what they learned from both.
A book about practitioners had to be built with practitioners. The 40 Real People profiles across 20 chapters represent a fraction of the hundreds whose experience shaped the thinking here.
Practitioners Featured in This Book
The named practitioners whose stories appear in these pages — including Dr Amara Osei (Accra), Ingrid Svensson (Stockholm), Taiwo Adeyemi (Lagos), Meera Krishnan (Singapore), Grace Osei-Mensah (Kumasi), Nadia Petrov (Sofia), Dr Fatima Al-Nasseri (Abu Dhabi), Kolade Adeyemi (Lagos), Oluwaseun Adebayo (Lagos & London), Chiamaka Obi (Lagos), and Ravi Subramaniam (Chennai) — gave their time, their candour, and their permission. Their stories are the best parts of this book.
Forty practitioners. Twenty countries. One consistent theme: the practitioners who build the most durable AI practices are not the most technically sophisticated — they are the most honestly self-aware about what works, what fails, and what needs to improve.
The Neuralcrowd Community
The students and alumni of the AI Mastery Certification at neuralcrowd.com have been the proving ground for every framework in this book. Their questions, challenges, and course completion projects shaped the content more than any other single source.
Any errors in this book are mine alone.