Brown line in back of shrimp
That is the gastrointestinal tract of the shrimp. It is commonly called a vein or sand vein. It is often removed, but this is not required since it is not harmful and is mostly tasteless.

To devein a shrimp  you would make a shallow cut from head to tail and then wipe or rinse out the vein under running water.