In deep learning, optimizers are the secret heroes that guide models toward better performance. Whether you’re training a small neural network or a massive transformer, selecting the right optimizer is very crucial. This post explores four widely-used optimizers SGD, Momentum, RMSprop, and Adam and how they adapt parameter updates for optimal learning..