Speaker identification is the process of automatically recognizing the unknown speaker by extracting the speaker specific information included in her/his speech wave [11]. This paper presents speaker identification system using neural network techniques similar to that reported in [8] but, with different type of neural networks. The results have shown that using a feed-forward neural network in classification stage has improved the percentage of correct classification. It reaches 97.5% compared to 96% correct classification obtained in [8].