October 2017
Beginner to intermediate
270 pages
7h
English
Content preview from Machine Learning for Developers
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RNN definition
RNNs are Artificial Neural Network (ANN) models whose inputs and outputs are sequences. A more formal definition can be expressed as follows:
"An RNN represents a sequence with a high-dimensional vector (called the hidden state) of a fixed dimensionality that incorporates new observations using a complex non-linear function."
RNNs are highly expressive and can implement an arbitrary memory-bounded computation, and as a result, they can be configured to achieve non-trivial performance on difficult sequence tasks.
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