Registering for Classes

I’m setting up my schedule for next year right now, and I’m trying to figure out what classes to take and when. I can see how much they are filled up because of the Sophomore and above students have already done their schedules. Should I aim for classes with a lot of space remaining? And if I don’t make it into the class I register for, will I be left with scraps to choose from?