Predictive Infrastructure Health Monitoring Framework

Design an intelligent infrastructure monitoring system that goes beyond traditional alerting by implementing predictive health assessments and proactive remediation strategies. Create a framework capable of collecting multi-dimensional metrics, performing advanced statistical analysis, and automatically initiating preventative maintenance actions. Include machine learning models for anomaly detection, resource utilization prediction, and automated incident response.