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Chip Huyen
Chip Huyen's framework for designing reliable, scalable, maintainable, and adaptive machine-learning systems in production.
Huyen, C. (2022). Designing Machine Learning Systems. O'Reilly Media.
Welcome to ML Sandbox
Ch 1What ML systems are, when to use them, and why they're more than just models
Ch 2Business goals, system requirements, and how to frame the problem
Ch 3Where data comes from, what shape it sits in, and how it moves