This also applies to
- https://numpy.org/doc/stable/reference/generated/numpy.argmax.html
- https://numpy.org/doc/stable/reference/generated/numpy.argmin.html
and their nan* counterparts.

An `initial` argument could be added to handle the empty case, as with np.max 
and np.min.
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