The structure "___ so that ___" explains your reasons for doing something.

I'm trying to be quiet so that the baby doesn't wake up.

In normal spoken English, you can drop "that":

I'm trying to be quiet so the baby doesn't wake up.

But it's not strange to leave "that" in, even in casual conversation, as long as you don't stress that word.