Deep Neural Networks in a Mathematical Framework - SpringerBriefs in Computer Science (Paperback)
  • Deep Neural Networks in a Mathematical Framework - SpringerBriefs in Computer Science (Paperback)
zoom

Deep Neural Networks in a Mathematical Framework - SpringerBriefs in Computer Science (Paperback)

(author), (author)
£44.99
Paperback 84 Pages / Published: 03/04/2018
  • We can order this

Usually dispatched within 3 weeks

  • This item has been added to your basket

This SpringerBrief describes how to build a rigorous end-to-end mathematical framework for deep neural networks. The authors provide tools to represent and describe neural networks, casting previous results in the field in a more natural light. In particular, the authors derive gradient descent algorithms in a unified way for several neural network structures, including multilayer perceptrons, convolutional neural networks, deep autoencoders and recurrent neural networks. Furthermore, the authors developed framework is both more concise and mathematically intuitive than previous representations of neural networks.

This SpringerBrief is one step towards unlocking the black box of Deep Learning. The authors believe that this framework will help catalyze further discoveries regarding the mathematical properties of neural networks.This SpringerBrief is accessible not only to researchers, professionals and students working and studying in the field of deep learning, but also to those outside of the neutral network community.

Publisher: Springer International Publishing AG
ISBN: 9783319753034
Number of pages: 84
Weight: 169 g
Dimensions: 235 x 155 mm
Edition: 1st ed. 2018

You may also be interested in...

The Elements of Statistical Learning
Added to basket
Darwin Among the Machines
Added to basket
Not Exactly
Added to basket
£12.99
Paperback
Machine Learning
Added to basket
£37.99
Paperback
Losing the Head of Philip K. Dick
Added to basket
Dark Pools
Added to basket
£9.99
Paperback
Mind Over Machine
Added to basket
Artificial Intelligence: The Basics
Added to basket
Computer Vision
Added to basket
Emotion: A Very Short Introduction
Added to basket
Bayesian Reasoning and Machine Learning
Added to basket
ICT Innovations 2011
Added to basket
Public-Key Cryptography
Added to basket

Please sign in to write a review

Your review has been submitted successfully.