Designing Machine Learning Systems

Chip Huyen

The model is a small part of an ML system. This book covers the data, infrastructure, deployment, and monitoring that make ML work in production.

A guide to the engineering around ML models: framing problems, data engineering, feature engineering, training pipelines, deployment, monitoring, and the organizational side of ML.