That is what I meant by "more noticeable on modern hardware". I don't have an SSD () but still notice faster boot times on my laptop than I did on Windows 7.
The memory usage point is a good one, however - Windows 8.1 is definitely a lot lighter on the memory (if I remember correctly it actually has lower system requirements than Windows 7).