Underfitting and Overfitting in Deep Learning

Not sure if good model… or just overfitting?

Source: Authors own image.

In applied Deep Learning, we very often face the problem of overfitting and underfitting. This is a detailed guide that should answer the questions of what is Overfitting and Underfitting in Deep Learning and how to prevent these phenomena.