Let m be the mass of ice piece floating in water.
In equilibrium, weight of ice piece = upthrust
Here, Vi is the volume of ice immersed in water
When the ice melts, let V be the volume of water formed by m mass of ice. Then,
From Eqs. (i) and (ii), we see that
Vi = V
Hence, the level will not change.