Works on evolutionary and swarm‑based optimization for machine learning: feature selection, hybrid filter–wrapper pipelines, discrete/binary search, and interpretable models for efficient, high‑dimensional data analysis. Maintains open‑source tools; applications span computer vision and engineering decision systems.