Machine learning and AIOps

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The machine learning capabilities available in Elastic Observability Serverless enable you to consume and process large observability data sets at scale, reducing the time and effort required to detect, understand, investigate, and resolve incidents. Built on predictive analytics and machine learning, our AIOps capabilities require no prior experience with machine learning. DevOps engineers, SREs, and security analysts can get started right away using these AIOps features with little or no advanced configuration:

Feature Description

Anomaly detection

Detect anomalies by comparing real-time and historical data from different sources to look for unusual, problematic patterns.

Log rate analysis

Find and investigate the causes of unusual spikes or drops in log rates.

Change point detection

Detect distribution changes, trend changes, and other statistically significant change points in a metric of your time series data.