Techniques are provided to improve pipeline automation and reduce mundane operational tasks by automating the triage and remediation of any pipeline failures. This increases the efficiency of operations engineers and allows them to spend their time performing more useful activities. Unsupervised learning means that over time the effectiveness of the solution improves, and the nature of the solution enables it to scale better than a human would at the same task.
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Sullivan, Jon-Paul, "AUTOMATIC FAILURE TRIAGE AND RECOVERY USING UNSUPERVISED LEARNING", Technical Disclosure Commons, (June 19, 2018)