In the real world, the model is just 5-10% of the system. The rest involves:
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Most machine learning textbooks teach you how to train a model. Huyen’s book teaches you how to design the system that encompasses that model. In the real world, the model is just 5-10% of the system
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In research, the primary goal is often optimizing for accuracy on a static dataset (95% model, 5% data). In production, the priorities shift toward (25% model, 75% data). Huyen defines an ML system by its ability to: Learn: Extract patterns from data automatically.