From the ever-evolving landscape of artificial intelligence and machine Understanding, algorithms serve as the backbone of innovation. Among them, 1 stands out as arguably one of the most vital: gradient descent. This optimization algorithm powers almost everything from straightforward linear regression to sophisticated neural networks that drive f