Machine Learning Model Serving Patterns and Best Practices

Preface

In this book, we introduce some patterns that should help with serving machine learning models, along with some popular model serving tools. A lot of machine learning projects do not see the light of day due to the technical gap between model creation and model deployment. This book will help machine learning engineers and scientists to get a good understanding of model serving. We have used simple examples and models throughout the book to demonstrate the serving mechanisms instead of building complicated models. This will help you focus on the serving patterns and using the serving tools.

Who this book is for

This book is for data scientists, machine learning engineers, and anyone who wants to work on serving machine learning models. ...