Alibaba Cloud Infrastructure
Nov 9, 2018 · Artificial Intelligence
Predicting Server Memory Failures with Machine Learning: Feature Selection, Data Preprocessing, and Model Evaluation
This article presents a machine‑learning approach to predict DRAM failures in large‑scale data centers by analyzing server logs, selecting state, log, and static features through statistical tests and mutual information, preprocessing the data, and employing a tree‑based ensemble classifier that outperforms industry baselines.
Data CenterMachine Learningclassification
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