What is the difference between an audio interface and an audio signal processor?

Matty G Asked: What is the difference between an audio interface and an audio signal processor?

I'm putting together a home recording studio and need to decide if both are necessary, if one can do without the other, or if they essentially serve the same purpose.Your opinions please!