Optimization refers to the mathematical and computational process of finding the best solution from a set of possible alternatives, typically by minimizing or maximizing an objective function subject to constraints. In artificial intelligence and machine learning, optimization algorithms are fundamental for training models, tuning parameters, and improving system performance, enabling everything from neural network training