Designing Machine Learning Systems

Name: Designing Machine Learning Systems
Author: Chip Huyen

Chip Huyen

Published 2025

Many tutorials show you how to develop ML systems from ideation to deployed models. But with constant changes in tooling, those systems can quickly become outdated.

28 score

#59 overall · #4 in Machine Learning

↑43

Score based on developer article recommendations — not sales data or reviews.

Machine Learning(41)System Design(30)AI / ML(51)Data(40) Advanced MlopsScalability

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🟢 Developer Verdict

An advanced, practical guide to designing robust machine learning systems, shifting focus from models to product longevity and architecture.

Read this if

✓ You want to approach ML system design from a product perspective.
✓ You need practical, advanced insights into building durable ML systems.
✓ You aim to deepen your understanding of end-to-end ML system architecture.

Skip this for now if

✗ You are new to machine learning and need introductory concepts.
✗ You prefer hands-on coding tutorials over high-level system design.
✗ You are only interested in specific ML model development techniques.

Developer signal: Overwhelming Consensus · 100% 11 analyzed mentions Practical

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🔄 Compare & Reading Path

Alternatives

AI Engineering Choose this for a different approach Intermediate

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow Choose this for a different approach Intermediate

Build a Large Language Model (from Scratch) Choose this for a more hands-on, practical approach Advanced

Read Before

AI Engineering Start here for a shorter introduction Intermediate

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow Start here for a shorter introduction Intermediate

💬 What Developers Say

"Yes, two Chip Huyen books on the list - she's earned it."
— somadevtoo · I Read 20+ Books on AI and LLM Engineering: Here Are My Top 10 Recommendations · Feb 18, 2026

"It's the book that transforms how you think about ML as a product problem, not just a modeling problem."
— somadevtoo · I Read 20+ Books on AI and LLM Engineering: Here Are My Top 10 Recommendations · Feb 18, 2026

"This is another great book from Chip Huyen, one of my favorite authors when it comes to AI and LLM engineering"
— somadevtoo · 10 Must-Read AI and LLM Engineering Books for Developers in 2026 · May 25, 2025

Based on 11 developer article mentions