While in the ever-evolving landscape of artificial intelligence and machine learning, algorithms function the spine of innovation. Between them, just one stands out as arguably probably the most crucial: gradient descent. This optimization algorithm powers everything from very simple linear regression to advanced neural networks that generate conte