ML Model Change Detection and Versioning Service

2021 IEEE International Conference on Smart Data Services (SMDS)(2021)

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摘要
Many machine learning applications call for methods to recommend when to update a deployed model if the underlying distribution of incoming data drifts over time. While necessary to generate accurate predictions towards intended business outcomes, updating a model in the form of re-training and maintaining model versions is a cost intensive operation. Current approaches in change detection and ver...
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关键词
Model Versioning Data Service,Model Management,Services features,Recommendation engine
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