OPTIMIZATION OF CONVOLUTIONAL NEURAL NETWORKS FOR IMAGE CLASSIFICATION USING GENETIC ALGORITHMS AND BAYESIAN OPTIMZATION by Waseem Rawat submitted in accordance with the requirements for the degree of MAGISTER TECHNOLOGIAE In the subject Electrical Engineering at the University of South Africa Supervisor: Professor Zenghui Wang January 2018