Machine learning in VCF Operations for logs sorts look-alike messages into broad groups, each listed with an example and a rough tally.
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In the Ultra Transcenders books
Each book explains Event Types in context, with comparison tables and the common traps.
Terms in this definition
- ML
Building models that infer patterns from data so they can predict outcomes, for instance through regression or classification, using tools like Azure Machine Learning or Synapse Spark pools. Predictive ML is distinct from generative AI.
- VCF Operations for logs
VCF add-on for collecting and analysing logs, deployed through fleet management as one node or a three-node cluster. Anyone moving from Aria Operations for Logs deploys it afresh rather than upgrading.
- Agents (classic) API
First-generation Foundry Agent Service API, based on threads, messages and runs. It is deprecated, replaced by conversations and responses, and retires on 31 March 2027.
Related terms
- DeviceEvents
Holds a mix of event types from endpoints in advanced hunting, among them alerts from protection features like exploit protection and Microsoft Defender Antivirus.
- Event Grid domain
Lets one Event Grid resource fan out a large number of topics or event types, each to its own subscribers.