AI Inference Services for Operational Flows Forecasting, Problem Detection and Response
The AI Inference Services provide configurable analytics and optimisation intelligence for CSSBoost. They support forecasting, anomaly detection, telemetry correlation, root-cause analysis and decision support on top of data integrated through the Virtualisation Platform.
Machine-learning and time-series forecasting algorithms.
Forecasting of target variables and upcoming events.
Anomaly detection, telemetry correlations and root-cause analysis.
On-the-Fly AI Services for low-latency computations.
Model-Based AI Services for training and inference using historical data.
Configurable AI pipelines with user-defined service instances.
Airflow DAG-based execution for model-based services.
Telemetry data, historical datasets, Digital Twin metadata, selected target telemetries, thresholds, historical windows, forecasting methods/periods and model-specific parameters.