University of Essex Department of Mathematical Sciences ON THE PREDICTABILITY OF U.S. STOCK MARKET USING MACHINE LEARNING AND DEEP LEARNING TECHNIQUES A Thesis submitted for the award of Doctor of Philosophy by Jonathan Iworiso Supervisor: Dr. Spyridon Vrontos March 25, 2020