Tabular data is prevalent in machine learning classification and regression applications.Deep Neural Networks (DNNs) are promising for representation learning in tabular data.Existing models for tabular representation learning are categorized into specialized, transferable, and general models.The survey also covers ensemble methods and extensions of tabular learning.