Recently, the Turiyam set is introduced for characterization of uncertainty in data sets in four regions, independently. There are many researchers and debate has been done on this topic in the last five years. In this talk, the author will focus on several applications of the Turiyam set and its recent advancement for developing an intelligent system. Same time one of the applications will be also illustrated for machine learning applications.