Entity embeddings are used to map categorial variables into eucledian space. Works particularly well with features with high cardinality. i.e the categorial variable would be having a lot of discrete values.
INPUT- TABULAR DATA -> ||| ALGORITHM ||| -> OUTPUT - ENTITY EMBEDDINGS
Algorithm -