Akash's birthday cake is in the form of a $5\times 5\times 5$ inch cube. The cake has icing on the top and the four side faces, and no icing on the bottom. Suppose the cake is cut into $125$ smaller cubes, each measuring $1\times 1\times 1$ inch, as shown below. How many small pieces will have icing on exactly two sides?