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An Overreaction to the Broken Machine Learning Abstraction

Ce Zhang, Wentao Wu, Tian Li
2017 Proceedings of the 2nd Workshop on Human-In-the-Loop Data Analytics - HILDA'17  
In this paper, we describe our ease.ml vision, discuss each of these technical challenges, and map out our research agenda for the months and years to come. (2) Model Application: User can use the machine  ...  We ask, Can we build a system that gets domain experts completely out of the machine learning loop?  ...  We hope that our overreaction to the broken abstraction of current machine learning systems that frustrated both us and the users we have been talking to could turn out to be an appropriate action towards  ... 
doi:10.1145/3077257.3077265 dblp:conf/sigmod/ZhangWL17 fatcat:r7aorjyscrgetgbwf7eky6yc5y