There are exceptions within engineering, yes. But it is mostly related to what you are building, chemical engineering is closely related to medicine, and women like medicine so it has better gender parity. In the degrees where you build/program things that moves you see more men.

In order to bridge that gap you'd need to tie programming to something women love as much as men loves working on machines that has moving parts.

Edit: And I've seen CS degree variants with heavy UX focus that tends to get 50/50 gender balance. It is really easy to shift gender balance in degrees this way, just shift it more to humans and you get more women, more to moving things and you get more men.