A physical change is one that alters only the state/appearance but not the actual composition of the atoms. Therefore the atoms maintain their identity during a physical change. Examples would include water boiling or freezing.
A chemical change on the other hand involves the change of composition of the atoms. During a chemical change, the atoms actually rearrange, transforming the substance into something different. An example of a chemical change would be iron rusting.