A weight function is a mathematical tool used to assign different levels of importance to various elements in a set, often influencing the outcome of integrals, sums, or optimization problems. It is widely used in areas such as numerical analysis, statistics, and machine learning to enhance accuracy and efficiency by emphasizing certain data points over others.