From the ever-evolving landscape of synthetic intelligence and machine Understanding, algorithms serve as the backbone of innovation. Amid them, just one stands out as arguably the most essential: gradient descent. This optimization algorithm powers all the things from basic linear regression to advanced neural networks that travel modern day AI ap