Table of Contents

Introduction to ML Engineering

The Machine Learning Development Process

From Model to Model Factory

Packaging Up

Deployment Patterns and Tools

Scaling Up

Deep Learning, Generative AI, and LLMOps

Building an Example ML Microservice

Building an Extract, Transform, Machine Learning Use Case

About the Author

Andrew P. McMahon has spent years building high-impact ML products across a variety of industries. He is currently Head of MLOps for NatWest Group in the UK and has a PhD in theoretical condensed matter physics from Imperial College London. He is an active blogger, speaker, podcast guest, and leading voice in the MLOps community. He is co-host of the AI Right podcast and was named ‘Rising Star of the Year' at the 2022 British Data Awards and ‘Data Scientist of the Year' by the Data Science Foundation in 2019.