Recently it has been shown that [1] Unsupervised Deep Learning implements the Kadanoff Real Space Variational Renormalization Group (1975) This means the success of Deep Learning is intimately related to some very deep and subtle ideas from Theoretical Physics.  In this post we examine this.

Source: Why Deep Learning Works II: the Renormalization Group | Machine Learning