MACHINE LEARNING MODEL SELECTION FOR PREDICTING PROPERTIES OF HIGH REFRACTIVE INDEX POLYMERS by Gaurav Vishwakarma September 2018 A thesis submitted to the Faculty of the Graduate School of the University at Buffalo, State University of New York in partial fulfilment of the requirements for the degree of Master of Science Department of Chemical and Biological Engineering