contents

 

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