What is a custom training loop in Keras and why use it?

A custom training loop gives full control over forward/backward passes.

Keras’ fit() abstracts training, but custom loops using tf.GradientTape allow fine-grained control over loss computation, metrics, and gradient updates. This is critical for research models, GANs, or non-standard training logic.