Deep Learning Pipeline: Building a Deep Learning Model with TensorFlow

© Hisham El-Amir and Mahmoud Hamdy 2020

H. El-Amir, M. HamdyDeep Learning Pipelinehttps://doi.org/10.1007/978-1-4842-5349-6_12

12. Sequential Models

Hisham El-Amir¹  and Mahmoud Hamdy¹

(1)

Jizah, Egypt

 

Recurrent Neural Networks

So why do we need a recurrent neural network (RNN)? Let’s try to answer that with an example, or analogy. When reading a new article, people have two options. First, if they can’t understand it, they can read articles that the new article is based on, for background information. Otherwise, they do understand the new article, based on some prior knowledge of the subject, without an immediate need to read similar articles. In both cases, their ability to understand the new article is enabled by some preexisting or preaquired knowledge. ...