Machine learning (ML) represents a set of methodologies and computational techniques that enable software systems to learn from data and make predictions or decisions without being explicitly programmed for specific tasks. In political science, the integration of machine learning has advanced the analytical capacity of scholars, policymakers, and practitioners, enabling them to process large-scale data,