Adaptive Machine Learning Database Compression

Design an intelligent, adaptive database compression system using machine learning techniques in a Laravel application. Create a solution that dynamically adjusts compression strategies based on data characteristics, provides near-lossless compression for diverse data types, and maintains high query performance. Include mechanisms for learning compression patterns, predicting optimal compression techniques, and handling complex, heterogeneous datasets.