A non-volatile memory device includes a fin body protruded from a semiconductor substrate. The fin body has first and second side surfaces opposite to each other. An inner dielectric layer pattern is formed on an upper surface, and the first and second side surfaces of the fin body. A floating gate electrode is formed on the inner dielectric layer pattern. The floating gate electrode has an uneven upper surface. An outer dielectric layer is formed on the floating gate electrode. A control gate electrode is formed on the outer dielectric layer.