Predictive System Health and Performance Forecasting

Create an advanced Bash script that collects, analyzes, and predicts system performance trends using statistical modeling and machine learning techniques. The script should gather comprehensive system metrics, implement predictive algorithms for resource consumption, generate forecasting reports, and provide proactive recommendations for system optimization and capacity planning.