A root-finding algorithm is a numerical method used to determine the roots of a real-valued function, which are the values of the variable that make the function equal to zero. These algorithms are crucial in various scientific and engineering applications where analytical solutions are difficult or impossible to obtain, and they include methods like bisection, Newton-Raphson, and secant methods, each with its own advantages and limitations in terms of convergence and computational efficiency.