Filling faces

Hi! I don't understand the difference between Alt+F (Fill) and F (New Edge/Face from Vertecies). Couldn't we have just used the second option to fill the top surface as well (like we did with each button) instead of linking the surface to the individual button elements? If no, why? 

In case that would be possible, how could one connect the buttons to the filled surface?

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