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Deep Learning: Technical Introduction
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  • Title Deep Learning: Technical Introduction
  • Author(s) Thomas Epelbaum
  • Publisher: Arxiv (2017)
  • Hardcover/Paperback N/A
  • eBook PDF
  • Language: English
  • ISBN-10: N/A
  • ISBN-13: N/A
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Book Description

This book presents in a technical though hopefully pedagogical way the three most common forms of neural network architectures: Feedforward, Convolutional and Recurrent. For each network, their fundamental building blocks are detailed. The forward pass and the update rules for the backpropagation algorithm are then derived in full.

It could be the first stop for deep learning beginners, as it contains lots of concrete, easy-to-follow examples with corresponding tutorial videos and code notebooks.

  • The science behind deep learning
  • Building and training your own neural networks
  • Privacy concepts, including federated learning
  • Tips for continuing your pursuit of deep learning
About the Authors
  • N/A
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