Advanced Predictive Performance Optimization Engine

Design a sophisticated performance optimization framework that provides predictive system behavior analysis and automated performance tuning. Create a solution that implements machine learning-based performance modeling, supports dynamic system profiling, provides actionable optimization recommendations, and enables continuous performance improvement. Include mechanisms for identifying and resolving performance bottlenecks.