TY  - BOOK
AU  - Siegel,Eric
TI  - The AI playbook: mastering the rare art of machine learning deployment 
T2  - Management on the cutting edge
SN  - 9780262048903
AV  - HF5548.2 S571a 2024
U1  - 658/.05 23/eng/20230908
PY  - 2024///]
CY  - Cambridge, Massachusetts
PB  - The MIT Press
KW  - Business
KW  - Data processing
KW  - Machine learning
N1  - Includes bibliographical references and index; ContentsSeries Foreword ix Foreword by Morgan Vawter xi Preface: A Brief History of Why Machine Learning Projects Stall xv Optional FAQ: What This Book Is about and Who It’s For xxiIntroduction 1 0 BizML: Six Steps to Machine Learning Deployment 21 1 Value: Establish the Deployment Goal 49 2 Target: Establish the Prediction Goal 63 3 Performance: Establish the Evaluation Metrics 81 4 Fuel: Prepare the Data 113 5 Algorithm: Train the Model 141 6 Launch: Deploy the Model 169 BizML Cheat Sheet 195 Conclusion: ML’s Elevator Pitch, Staff, Timeline, Upkeep, and Ethics 197Acknowledgments 213 About the Author 217 Index 219
N2  - "A playbook for bridging business and data science worlds to effectively execute machine learning projects in business"--
ER  -