This tutorial studies relations between differential privacy and various information-theoretic measures by using several selective articles. In particular, we present how these connections can provide new interpretations for the guarantee in systems that deploy an framework. Accordingly, delivers extensive summary on existing literature makes use of tools such as mutual information, min-entropy...