yes it is the transformer

the noise is a loose winding and will never stop the microwave from working or make it unsafe in any way

if you replace the transformer the noise will go away

Replacement transformer for your GE microwave oven.

To learn more about your microwave oven or to order parts, click here.

Source: GE MICROWAVE