Designing Machine Learning Systems By Chip Huyen Pdf May 2026

In her seminal work, Designing Machine Learning Systems , Chip Huyen provides a comprehensive blueprint for transitioning machine learning (ML) from isolated laboratory experiments to robust, production-grade products. Published by O'Reilly Media

System Requirements: Emphasis on reliability, scalability, maintainability, and adaptability. Designing Machine Learning Systems By Chip Huyen Pdf

Who Should Read This?

• Aspiring ML Engineers: To understand what the job actually entails (hint: it’s mostly data plumbing and system design, not training models).
• Data Scientists: To transition their skills from the notebook to the production environment.
• Product Managers and Tech Leads: To understand the feasibility, timeline, and resource requirements of ML projects.

• The difference between canary deployment, shadow deployment, and blue-green deployment for ML.
• The hard reality of inference latency.