Advanced Performance Monitoring and Predictive Analysis

Create a sophisticated performance monitoring system using Python that collects metrics from distributed systems, applies machine learning for anomaly detection, and provides predictive performance insights. Develop a modular architecture that supports custom metric collectors, real-time dashboarding, and automated incident response mechanisms based on complex performance thresholds.