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Arabic is widely articulated by Malay race due to several factors such as; performing worship and reciting the Holy book of Muslims. Newly, Maxout deep neural networks have conveyed substantial perfections to speech recognition systems. Hence, in this paper, a fully connected feed-forward neural network with Maxout units is introduced. The proposed deep neural network involves three hidden layers,...