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9781119766841

A Guide to Understanding and Building Artificial Neural Networks in Python

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  • ISBN13:

    9781119766841

  • ISBN10:

    1119766842

  • Edition: 1st
  • Format: Paperback
  • Copyright: 2021-06-16
  • Publisher: Wiley-IEEE Press

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Summary

This book covers everything required to start in the field of deep learning by fully understanding, practicing, and building neural networks. Starting from the simplest model Y=X, the book gives intensive full step-by-step math and Python examples to clarify the neural network calculations. The gradient descent algorithm is discussed by examples for training a neural network with any architecture until building a generic Python implementation from scratch mainly using NumPy. So, rather than just using an implemented version of the neural network like that in Scikit-Learn, the reader will both understand and implement it themself. Because building such an implementation is not easy, the book plays a crucial role in simplifying it. This book ensures understanding even if the reader is familiar with neural networks.

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