Handle data that belongs to classes not seen in training or testing

Agnostophobia, the fear of the unknown, can be experienced by deep learning
engineers while applying their networks to real-world applications.

The solution may be burried somewhere in here:

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I think that implementing a Ring loss will help to handle unseen images