They are binary files, but they aren't "compiled binaries in the same way that C is compiled", they are intermediate Python byte-code files and they still need the CPython runtime to interpret them.

As the other user mentioned, those are compiled in the same way java is compiled, but not in the same way that C is compiled. They still need an intermediate VM to run.