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MACHINE LEARNING PIPELINE FOR PREDICTIONS REGARDING A NETWORK

机译:用于网络预测的机器学习管道

摘要

This disclosure describes techniques that include using an automatically trained machine learning system to generate a prediction. In one example, this disclosure describes a method comprising: based on a request for the prediction: training each respective machine learning (ML) model in a plurality of ML models to generate a respective training-phase prediction in a plurality of training-phase predictions; automatically determining a selected ML model in the plurality of ML models based on evaluation metrics for the plurality of ML; and applying the selected ML model to generate the prediction based on data collected from a network that includes a plurality of network devices.
机译:本公开描述了包括使用自动训练的机器学习系统来生成预测的技术。 在一个示例中,本公开描述了一种方法,包括:基于对预测的请求:在多个ML模型中训练每个相应的机器学习(ML)模型,以在多个训练相预测中生成相应的训练相预测 ; 基于多个ML的评估度量自动确定多个ML模型中的所选ML模型; 并应用所选择的ML模型基于从包括多个网络设备的网络收集的数据来生成预测。

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