Numerical methods are algorithms used for solving mathematical problems that are difficult or impossible to solve analytically, by providing approximate solutions through iterative and computational techniques. They are essential in fields such as engineering, physics, and finance, where they enable the handling of complex systems and large datasets with high precision and efficiency.