By Jeff Heaton
This ebook introduces the reader to the elemental math used for neural community calculation. This publication assumes the reader has in simple terms wisdom of school algebra and laptop programming. This booklet starts off via displaying the right way to calculate output of a neural community and strikes directly to extra complex education tools corresponding to backpropagation, resilient propagation and Levenberg Marquardt optimization. the maths wanted by way of those thoughts is additionally brought. Mathematical issues coated by way of this publication comprise first, moment, Hessian matrices, gradient descent and partial derivatives. All mathematical notation brought is defined. Neural networks coated contain the feedforward neural community and the self organizing map. This ebook offers an amazing complement to our different neural books. This e-book is perfect for the reader, with out a formal mathematical heritage, that seeks a extra mathematical description of neural networks.
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