Potentially, but it most likely will not last very long. The unit is only rated for up to 150 Watts of usage per hour for a few hours. You will need to see what the rated wattage of the pitching machine is before purchasing to ensure that the unit could handle it. You can use our portable generator sizing calculator to get on the right track.