Doug Lautzenheiser

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“Recommending the restaurants that users are most likely to click on” and “recommending the restaurants that will bring in the most money for the app” are two different objectives, and in the section “Decoupling objectives”, we’ll discuss how to develop an ML system that satisfies different objectives. Spoiler: we’ll develop one model for each objective and combine their predictions.
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
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