Distillation columns are essential unit operations in the chemical process industry, responsible for separating mixtures into their individual components. However, these columns can operate at less than optimal efficiency, leading to increased energy consumption, reduced production rates, and higher operating costs. Artificial intelligence (AI) and machine learning (ML) offer promising techniques for optimizing distillation column efficiency.