While in the ever-evolving landscape of artificial intelligence and machine Understanding, algorithms serve as the spine of innovation. Among the them, a person stands out as arguably probably the most crucial: gradient descent. This optimization algorithm powers every thing from simple linear regression to elaborate neural networks that push moder