Predictive Application Performance and Resource Forecasting

Create a sophisticated Python-based performance forecasting system that uses machine learning to predict application resource requirements and potential performance bottlenecks. The tool should integrate with monitoring systems, analyze historical performance data, generate predictive models for resource scaling, and provide actionable recommendations for infrastructure optimization. Support multiple application and infrastructure types with flexible configuration.