Intelligent Caching Proxy with Machine Learning Prediction

Design a sophisticated caching layer that uses machine learning techniques to predict and preemptively cache resources based on usage patterns. Implement a hybrid caching strategy combining time-based expiration, usage frequency, and predictive loading using browser-compatible machine learning models. Create a flexible middleware that can be integrated into existing fetch or axios request pipelines.