While in the ever-evolving landscape of artificial intelligence and equipment learning, algorithms function the backbone of innovation. Amongst them, one stands out as arguably by far the most critical: gradient descent. This optimization algorithm powers almost everything from easy linear regression to complex neural networks that push modern day