It depends on where you want to go, career-wise. If you want to go to graduate school or go into research/academia as a scientist, do research! If you want a job in the industry as an engineer, find an internship!
If you don't know which you want, try either one or both! At this point in your life, it's just important for you to go do SOMETHING so you can figure out what you do and don't like.