loss surface

A graph of weight(s) versus loss.

Plain English Explanation

A graph of weight(s) versus loss. Gradient descent aims to find the weight(s) for which the loss surface is at a local minimum.

How is it used?

Practitioners refer to loss surface when building, training, or evaluating machine learning systems. It appears in research papers, product documentation, and technical discussions about AI capabilities and limitations.