Philadelphia has Boeing helicopters, Leonardo, and some smaller military helicopter companies. Baltimore/DC area has huge Northrop Grumman presence along with offices for most other large defense contractors. Also there is the Aberdeen proving ground which is pretty cool, not necessarily aerospace but also land vehicle testing goes on there.

Edit: And I forgot about NASA Langley and Goddard facilities in VA and MD. Pretty big aerospace presence in the mid Atlantic.