Front matter
preface
acknowledgments
about this book
about the author
about the cover illustration
1 Introduction: Delivering machine learning projects is hard; let’s do it better
1.1 What is machine learning?
1.2 Why is ML important?
1.3 Other machine learning methodologies
1.4 Understanding this book
1.5 Case study: The Bike Shop
Summary
2 Pre-project: From opportunity to requirements
2.1 Pre-project backlog
2.2 Project management infrastructure
2.3 Project requirements
Funding model
Business requirements
2.4 Data
2.5 Security and privacy
2.6 Corporate responsibility, regulation, and ethical considerations
2.7 Development architecture and process
Development environment
Project risks