原创力文档Designing Machine Learning Systems By Chip Huyen Pdf =link= May 2026
Designing Machine Learning Systems " by Chip Huyen is a comprehensive guide to building production-ready ML applications. Unlike traditional textbooks that focus on algorithms, this book takes a holistic, system-level approach to the entire ML lifecycle. Key Features and Topics
7. Comparison to Similar Books
| Book | Focus | Depth on MLOps | Year | |------|-------|----------------|------| | Designing ML Systems (Huyen) | End-to-end systems | Very high | 2022 | | ML Engineering (Butcher) | Deployment & patterns | High | 2021 | | Building ML Powered Applications (Ameisen) | Prototype to product | Medium | 2020 | | Reliable ML (Chen, Murphy) | Testing & reliability | High | 2021 (short) | | Introducing MLOps (Treveil) | CI/CD for ML | Medium | 2020 | Designing Machine Learning Systems By Chip Huyen Pdf
- Data tests (nulls, distribution checks)
- Model tests (invariance, directional expectation)
- Integration tests (pipeline end-to-end)
- Shadow deployment testing
Who is this book for?
