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This book targets research scholars and students interested in neural networks and its applications. It illustrates the efficiency of various algorithms over different types of data sets using bar graphs. Various Neural Network Algorithms are studied and made run on same data set to find out efficiency of each algorithm and the output of all these algorithms are compared. Neural Network Algorithms used are: Decision Tree Forest, Cascade Correlation, Multiple Layer Perceptron, Probabilistic and General Regression Neural Networks, Radial Basis Function Neural Networks, Group Method of Data...