Not finite, but recursively enumerable, no? Since you can just start from PA and derive conclusions forever, so this is an effective procedure in that any true statement will eventually be thus produced.
No, even if you start with the axioms of PA and enumerate all theorems provable, you'll miss some true sentences, one of them being the Goedel sentence of PA.