Nope.
With the components shown, the 555 is pulsing power to a self-contained piezo beeper, the kind with a 1-transistor oscillator built-in. In very round numbers, the 555 oscillator is driving it at 1 second on and 1 second off, not at the 2 kHz to 4 kHz needed for direct drive to a bare...