How Uber Uses SHAP
3 engineering articles about SHAP from Uber's engineering team
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This article discusses how Uber has integrated explainability into its machine learning platform, Michelangelo, using Integrated Gradients (IG) to provide interpretable attributions for deep learni...
Hugh Chen, Eric Wang, Gaoyuan Huang, Howard Yu, Jia Li, Sally Lee
14 min read
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The article discusses Optimal Feature Discovery, a method developed by Uber AI to enhance machine learning models by efficiently identifying and selecting relevant features while minimizing redunda...
Adam Wang, Olcay Cirit, Amit Nene, Niel Teng Hu
12 min read
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The article discusses the challenges and solutions involved in productionizing distributed XGBoost for training deep tree models on large datasets at Uber.
Joseph Wang, Anne Holler, Mingshi Wang, Michael Mui
14 min read
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