Enhanced AI Data Advisor
Introducing AI Data Advisor (AIDA) enhancements.
- New Machine Learning engine
- Neural Prophet has been adopted as AIDA
Machine Learning engine. It enables:
- More accurate predictions.
- Multivariate analysis of data to highlight correlation among KPIs.
- Improved time-to-value due to a faster training with less resource usage.
- Easy of extention to other Machine Learning models.
- Metrics aggregation
- Dynamic data compression depending on data variance. It enables a huge improvement in storage usage.
- Customizable alert detection
- Alert detection can be customized to better suit customer needs.
- In the common.env configuration file (or in the value.yaml file for Kubernetes deployments), you can use the PROPHET_ORCHESTRATOR schedule_alert parameter to set how often KPIs data must be checked against their prediction to detect anomalies.