ADAPTgd.MLPnet          Adaptative gradient descent training
ADAPTgdwm.MLPnet        Adaptative gradient descent with momentum
                        training
BATCHgd.MLPnet          Batch gradient descent training
BATCHgdwm.MLPnet        Batch gradient descent with momentum training
error.LMS               Neural network training error criteria.
graphviz.MLPnet         Neural network graphic representation
hfun                    TAO robust error criterium auxiliar functions.
init.MLPneuron          Neuron constructor.
newff                   Create a Multilayer Feedforward Neural Network
random.init.MLPnet      Initialize the network with random weigths and
                        biases.
random.init.MLPneuron   Initialize the neuron with random weigths and
                        bias.
select.activation.function
                        Provides R code of the selected activation
                        function.
sim.MLPnet              Performs the simulation of a neural network
                        from an input data set.
train                   Neural network training function.
training.report         Neural network training report generator
                        function.