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

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Popular multilayer perceptrons (MLPs)

As we can see, one simple example, in which the patterns are not linearly separable, has led us to more and more issues related to the use of the perceptron architecture. This need has led to the application of multilayer perceptrons. In Chapter 1, Getting Started with Neural Networks, we dealt with the fact that the natural neural network is structured in layers as well, and each layer captures pieces of information from a specific environment. In artificial neural networks, layers of neurons act in this way, by extracting and abstracting information from the data, transforming it into another dimension or shape.

In the XOR example, we found the solution to be the addition of the third component that would ...

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