That isn't called 'binary code'. This text is in binary format, but you're not reading ones ant zeroes are you? That's because the ones and zeroes only exist at the hardware level. To the computer, there is no such thing.
What you want is probably called 'compiling code'. Just find a suitable compiler, and, well, compile your code. it will generate an EXEcutable file ;)