Knit cap, knit hat. I wouldn't think of "ski cap" but then I've never skied, nor lived anyplace where it snowed in the winter. Context also matters -- I made a couple of those when I was a kid learning to knit, and if you tell someone, "I knitted a hat!" you don't have to add any adjectives. :)

Angie