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Machine Learning Algorithms - Second Edition
book

Machine Learning Algorithms - Second Edition

by Giuseppe Bonaccorso
August 2018
Intermediate to advanced
522 pages
12h 45m
English
Packt Publishing
Content preview from Machine Learning Algorithms - Second Edition

Introducing Neural Networks

In this chapter, I'm going to briefly introduce deep learning with some examples based on Keras. This topic is quite complex and needs dedicated books; however, my goal is to allow the reader to understand some basic concepts that can be helpful before starting a complete course. In the first section, I'm presenting the structure of artificial neural networks and how they can be transformed in a complex computational graph with several different layers. In the second one, I'm going to introduce the basic concepts of Keras, and we'll see an example based on a very famous test dataset.

In particular, we are going to discuss the following:

  • Structure of an artificial neuron
  • Multi-layer Perceptrons (MLP)
  • The back propagation ...
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Publisher Resources

ISBN: 9781789347999