The prediction of the mechanical properties of hot rolled steel sheet is one of the most challenging tasks for the steel manufacturer. Typically, the chemical composition of raw material for hot rolling process is not stable. Therefore steel manufacturer has to predict the mechanical properties including yield strength (YS), tensile strength (TS) and elongation (EL) based on input chemical composition.