The college of Science - Mathematics Dept. discussed a master's thesis entitled (Topological Optimum Neural Networks Selection for Prediction of PSonic Log and Employing the Homology Group in Choosing Network Structure) by graduate student Labiba Madheeer. The aim of the thesis is to utilize a type of artificial neural network called Multilayer perceptron (MLP) for predicting the DT log.