Ecosystem-level Analysis of Deployed Machine Learning Reveals Homogeneous Outcomes

Machine learning is traditionally studied at the model level: researchers measure and improve the accuracy, robustness, bias, efficiency, and other dimensions of specific models. In practice, the societal impact of machine learning is determined by the surrounding context of machine learning deploym...

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Hauptverfasser: Toups, Connor, Bommasani, Rishi, Creel, Kathleen A, Bana, Sarah H, Jurafsky, Dan, Liang, Percy
Format: Artikel
Sprache:eng
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