MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis
Model diagnosis is the process of analyzing machine learning (ML) model performance to identify where the model works well and where it doesn't. It is a key part of the modeling process and helps ML developers iteratively improve model accuracy. Often, model diagnosis is performed by analyzing...
Main Authors: | Vartak, Manasi (Author), Trindade, Joana M. F. da (Author), Madden, Samuel R (Author), Zaharia, Matei A (Author) |
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Other Authors: | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory (Contributor), Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science (Contributor) |
Format: | Article |
Language: | English |
Published: |
Association for Computing Machinery (ACM),
2019-06-18T18:10:52Z.
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Subjects: | |
Online Access: | Get fulltext |
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