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[D] Why do we always illustrate and depict the Loss Functions of Neural Networks as Non-Convex?
Why do we always illustrate and depict the Loss Functions of Neural Networks as Non-Convex?
By doing a quick Google Images Search of "Loss Functions for Neural Networks" - we are generally shown the same types of pictures. The Loss Function is generally illustrated as a colorful and wavy/bumpy surface :
My Question: Does anyone know why we often use these kinds of illustrations? My impression is that we want to point out that the Loss Functions for …!-->