A network operations team wants to implement a system that can proactively identify potential network outages by analyzing historical performance data and telemetry logs. Which technology would best enable the system to learn from this data and predict future issues?
JSON data encoding
Ansible playbooks
Machine learning
REST-based APIs
Machine learning is the technology that uses algorithms to analyze large datasets, such as historical performance data and logs, to identify patterns and make predictions about future events, like potential outages. Ansible playbooks are used for configuration management and automation but do not inherently learn from data on their own. REST-based APIs are interfaces for communication between software components, and JSON is a data-encoding format; neither technology performs predictive analysis.
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