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Neural Network Programming with Java by Fábio M. Soares, Alan M.F. Souza

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Online retraining

During the learning process, it is important to design how the training should be performed. Two basic approaches are batch and incremental learning.

In batch learning, all the records are fed to the network, so it can evaluate the error and then update the weights.

Online retraining

In incremental learning, the update is performed after each record has been sent to the network.

Online retraining

Both approaches work well and have advantages and disadvantages. While batch learning can used for a less often, though more directed weight update, incremental learning provides ...

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