  The presence of mutual information in the research of deep learning has grown
significantly. It has been proven that mutual information can be a good
objective function to build a robust deep learning model. Most of the
researches utilize estimation methods to approximate the true mutual
information. This technical report delivers an extensive study about
definitions as well as properties of mutual information. This article then
delivers some reviews and current drawbacks of mutual information estimation
methods afterward.
