Advanced Feature Engineering and Selection Pipeline

Construct a comprehensive feature engineering framework that can automatically discover, transform, and select the most predictive features across complex datasets. Develop an end-to-end pipeline incorporating mutual information analysis, recursive feature elimination, genetic algorithms, and advanced dimensionality reduction techniques. Include strategies for handling high-dimensional spaces, managing feature interactions, and maintaining model interpretability.