Intelligent Caching Strategy with Machine Learning Prediction

Develop an adaptive caching mechanism that uses machine learning models to predict cache eviction strategies and pre-warm cache based on usage patterns. Create a system that can dynamically adjust cache size, prioritization, and expiration policies in real-time. Include performance metrics tracking, predictive analytics for cache hit/miss rates, and automatic model retraining based on changing access patterns.