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Apache Spark Deep Learning Cookbook
book

Apache Spark Deep Learning Cookbook

by Ahmed Sherif, Amrith Ravindra, Michal Malohlava, Adnan Masood
July 2018
Intermediate to advanced
474 pages
13h 37m
English
Packt Publishing
Content preview from Apache Spark Deep Learning Cookbook

How to do it...

This section will describe the inner components of a single LSTM cell, primarily, the three different gates present inside the cell. A number of such cells stacked together form an LSTM network:

  1. LSTMs also have a chain-like structure like RNNs. Standard RNNs are basically modules of repeating units like a simple function (for example, tanh).
  1. LSTMs have the capability to retain information for long periods of time as compared to RNNs owing to the presence of memory in each unit. This allows them to learn important information during the early stages in a sequence of inputs and also gives it the ability to have a significant impact on the decisions made by the model at the end of each time step.
  2. By being able to store information ...
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Publisher Resources

ISBN: 9781788474221