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It is challenging but important to save annotation efforts in streaming dataacquisition to maintain data quality for supervised learning base learners. Wepropose an ensemble active learning method to actively acquire samples forannotation by contextual bandits, which is will enforce theexploration-exploitation balance and leading to improved AI modelingperformance.

Ensemble Active Learning by Contextual Bandits for AI Incubation in Manufacturing