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INTERPRETABILITY-BASED MACHINE LEARNING ADJUSTMENT DURING PRODUCTION

机译:生产过程中基于可交互性的机器学习调整

摘要

Apparatuses, systems, program products, and methods are disclosed for interpretability-based machine learning adjustment during production. An apparatus includes a first results module that is configured to receive a first set of inference results of a first machine learning algorithm during inference of a production data set. An apparatus includes a second results module that is configured to receive a second set of inference results of a second machine learning algorithm during inference of a production data set. An apparatus includes an action module that is configured to trigger one or more actions that are related to a first machine learning algorithm in response to a comparison of first and second sets of inference results not satisfying explainability criteria.
机译:公开了用于在生产期间基于可解释性的机器学习调整的设备,系统,程序产品和方法。一种设备包括第一结果模块,该第一结果模块被配置为在生产数据集的推断期间接收第一机器学习算法的第一推断结果。一种设备包括第二结果模块,该第二结果模块被配置为在生产数据集的推断期间接收第二机器学习算法的第二推断结果集。一种设备,包括动作模块,该动作模块被配置为响应于不满足可解释性标准的第一和第二组推理结果的比较来触发与第一机器学习算法有关的一个或多个动作。

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