What is Entity embedding?

An entity embedding represents each value $j$ of a categorical variable (an industry, a venue, a stock identifier) by a vector $e_j\in\mathbb R^m$ learned with the rest of the network, in place of a one-hot column per category (Guo and Berkhahn, 2016).