Implement Predictive Analytics for System Optimization #43
Description
Related to: US-8-3: Predictive Analytics Engine
Labels: priority/medium, epic/monitoring, type/analytics
Milestone: Epic 8 - Monitoring & Guardrails
Description:
Create predictive analytics engine that can forecast system behavior, predict potential issues, and recommend optimization strategies based on historical data and trends.
Acceptance Criteria:
- Implement time-series forecasting for performance metrics
- Create anomaly prediction and early warning systems
- Add resource utilization prediction and optimization
- Implement failure prediction and prevention mechanisms
- Create optimization recommendation engine
- Add what-if analysis capabilities for scenario planning
- Implement confidence intervals and uncertainty quantification
- Include model accuracy tracking and continuous improvement
Implementation Notes:
- Use advanced time-series analysis techniques (ARIMA, LSTM, Prophet)
- Implement ensemble methods for robust predictions
- Add support for multiple prediction horizons (short-term, long-term)
- Consider using causal inference methods for recommendation generation