The focus of this thesis is to study the rate of convergence of the Euler scheme for the solution of Stochastic Differential Equations (SDE) under the assumption of Holder continuity in x. Some examples are considered and Monte Carlo simulation using MATLAB applied to investigate the convergence of Euler approximations of the SDE when the drift and diffusion coefficients are not smooth.