An energy function is a mathematical construct used to quantify the potential states of a system, often employed in physics and machine learning to find the optimal or equilibrium state by minimizing or maximizing this function. By evaluating energy levels, it provides a structured way to solve problems relating to system dynamics, neural networks, or optimization tasks.