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Introduction to Machine Learning Systems
Hardcover
Technology & EngineeringGeneral Computers
ISBN13: 9780262058889
Publisher: MIT Press
Published: Dec 8 2026
Pages: 1004
Language: English
- Develops quantitative reasoning tools that let readers diagnose system bottlenecks and predict trade-offs
- Covers the full ML systems lifecycle end-to-end, from data pipelines through training, optimization, deployment, and operations
- Teaches enduring principles rather than current tools
- Treats fairness, privacy, security, and environmental sustainability as engineering problems with measurable solutions
- Features rich pedagogy with interactive labs and lecture slides
- Is based on the author's popular Harvard course and the TinyML edX program
- Offers interactive labs, lecture slides, and the companion TinyTorch educational framework
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