The AI playbook : mastering the rare art of machine learning deployment /
Eric Siegel.
- 225 pages : illustration ; 24 cm.
- Management on the cutting edge .
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
"A playbook for bridging business and data science worlds to effectively execute machine learning projects in business"--