An optimization algorithm is a method or procedure used to find the best solution to a problem by minimizing or maximizing a particular function. These algorithms are fundamental in various fields, including machine learning, operations research, and engineering, where they help in efficiently navigating complex solution spaces to achieve optimal outcomes.