I carry my laptop in a laptop backpack and a small bag with my toiletries, reading material and purse. Yes, a purse does count as one item no matter how large it is.
I stopped carrying on my small rolling suitcase after I hurt my back one time taking it down from an overhead compartment. It's not worth the pain to save the few minutes.