Minimization techniques are mathematical strategies used to find the minimum value of a function, often applied in optimization problems to reduce costs, errors, or energy. These techniques are crucial in fields like machine learning, operations research, and engineering, where they enhance efficiency and performance by determining optimal solutions under given constraints.