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Deep Learning with TensorFlow - Second Edition
book

Deep Learning with TensorFlow - Second Edition

by Giancarlo Zaccone, Vihan Jain, Md. Rezaul Karim, Motaz Saad
March 2018
Intermediate to advanced
484 pages
10h 31m
English
Packt Publishing
Content preview from Deep Learning with TensorFlow - Second Edition

Summary

In this chapter, we had a quick look at two fundamentals topics related to optimizing the computation of DNNs.

The first topic explained how to use GPUs and TensorFlow to implement DNNs. They are structured in a very uniform manner so that, at each layer of the network, thousands of identical artificial neurons perform the same computation. Hence, the architecture of a DNN fits quite well with the kinds of computation that a GPU can efficiently perform.

The second topic introduced distributed computing. This was initially used to perform very complex calculations that could not be completed by a single machine. Likewise, analyzing large amounts of data quickly by splitting this task among different nodes appears to be the best strategy when ...

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Publisher Resources

ISBN: 9781788831109