- number of units in a layer
- number of layers
- overall complexity of the network (both 1 and 2)
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Very good question, I have heard it refered to all the 3 ways you described. I am not sure if there is a purely objective answer so I will answer with what I understand by "depth" generally:
On the other hand I have never heard about depth regarding to FC layers. As I said the term "depth" is very subjective depending on the speakers. It should not be this way, and maybe theoretically is not, but I speak from what I heard in my experience.