– Compare the performance of LSTM and ARIMA with respect to minimization achieved in the error rates in prediction. The study shows that LSTM outperforms ARIMA . The average reduction in error rates obtained by LSTM is between 84 – 87 percent when compared to ARIMA indicating the superiority of LSTM.