Here for a small dataset we have used OLS(Ordiniary Least Square) and MLE(Maximm likelihood Estimation ) to calculate the regression parameters slope(b1),intercept(b0) and standard deviation od reisduals.At the end we can conclude that both the methods of estimation produces the same result.