This paper introduces different pre-processing classification models and their performance in the Automatic Speech Recognition system. Other Recurrent Neural Network (RNN) architectures have been tested for this problem, such as RNN cells (RNN), bidirectional RNN (BRNN), Long Short-Term Memory (LSTM), and bidirectional LSTM. Mainly, two features have been considered. First, Mel Frequency Cepstral ...