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13 Fully Connected Neural Networks 13.1 Introduction As we first saw in Section 11.2.3, artificial neural networks, unlike polynomials and other fixed-shape approximators, have internal parameters that allow each of their units to take on a variety of shapes. In this chapter we expand on that introduction extensively, discussing general multi-layer neural networks, also referred …