In this project our aim is to classify Sonar dataset with a Multi Layer Perceptron (MLP) Network. We have downloaded the dataset from its website at "https://archive.ics.uci.edu/ml/datasets/Connectionist+Bench+(Sonar,+Mines+vs.+Rocks)" where there is a detailed information about this dataset.