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 diffe...

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Bibliographic Details
Main Authors: Vartak, Manasi, Trindade, Joana M. F. da, Madden, Samuel R, Zaharia, Matei A
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:English
Published: Association for Computing Machinery (ACM) 2019
Online Access:https://hdl.handle.net/1721.1/121346