The maximum entropy and least action principles have been discussed by many researchers in various fields such as thermodynamics, classical physics, quantum mechanics, and quantum electrodynamics. Both principles suggest that the basic laws of nature can be derived by optimizing certain properties of dynamic systems. This raises an important question on the possible connections between these principles. What can be learned from such connections and/or correlations?