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It should handle growth in data volume or user demand without a proportional increase in manual effort. Maintainability:

For those looking to build robust, scalable, and responsible AI systems, Chip Huyen’s work is an indispensable resource. While finding a PDF might offer quick access, the concepts within are dense enough to warrant a permanent spot on any serious engineer's bookshelf. Designing Machine Learning Systems By Chip Huyen Pdf

For years, the standard approach to ML was "model-centric." Data scientists assumed the data was fixed and focused all their energy on tweaking algorithms to squeeze out an extra 0.1% accuracy. It should handle growth in data volume or