In a method for manufacturing a non-volatile semiconductor device according to this invention, steps are provided for forming a plurality of first semiconductor portions over a substrate; selectively growing a plurality of second semiconductor portions in contacting with said plurality of first semiconductor portions respectively; partially removing said plurality of second semiconductor portions to prepare a plurality of floating gates with substantially flat surfaces; forming an insulating layer over said plurality of floating gates; and forming a control gate over said insulating layer.