There's a literal elephant in machine learning's room

[Shuck]

This is sort of the inverse of the gorilla video, where the unexpected item gets totally ignored (also something that machine learning systems do). It’s the situation where you notice that one weird thing which is totally unexpected in the picture, and it makes you think, “Wait, what am I looking at here?”