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Management article
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Reference no. SMR65334
Published by: MIT Sloan School of Management
Published in: "MIT Sloan Management Review", 2024
Length: 8 pages

Abstract

Should you deploy that machine learning model - or will it fail? Most leaders making these decisions are focusing on the wrong metrics - which dooms many projects. In this article, adapted from the book The AI Playbook: Mastering the Rare Art of Machine Learning Deployment, learn how and why to use business metrics rather than technical ones to evaluate how well an ML model will perform - and how much business value it will deliver.

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Abstract

Should you deploy that machine learning model - or will it fail? Most leaders making these decisions are focusing on the wrong metrics - which dooms many projects. In this article, adapted from the book The AI Playbook: Mastering the Rare Art of Machine Learning Deployment, learn how and why to use business metrics rather than technical ones to evaluate how well an ML model will perform - and how much business value it will deliver.

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