front matter
preface
acknowledgments
about this book
about the author
about the cover illustration
Part 1 An introduction to machine learning engineering
1 What is a machine learning engineer?
1.1 Why ML engineering?
1.2 The core tenets of ML engineering
Planning
Scoping and research
Experimentation
Development
Deployment
Evaluation
1.3 The goals of ML engineering
2 Your data science could use some engineering
2.1 Augmenting a complex profession with processes to increase project success
2.2 A foundation of simplicity
2.3 Co-opting principles of Agile software engineering
Embracing and expecting change