As the growing field of Artificial Neural Networks, Recurrent Neural Networks are often used for sequence-related applications. Long Short-Term Memory (LSTM) neural networks are improved and widely used versions of Recurrent Neural Networks. To achieve high accuracy, researchers always build large-scale LSTM networks which are time-consuming and power-consuming.