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TensorFlow Deep Learning Projects
book

TensorFlow Deep Learning Projects

by Alexey Grigorev, Srinivas Kulkarni, Rajalingappaa Shanmugamani
March 2018
Intermediate to advanced
320 pages
7h 53m
English
Packt Publishing
Content preview from TensorFlow Deep Learning Projects

RNN recommender system in TensorFlow

The data preparation is done and now we take the produced matrices X_train and Y_train and use them for training a model. But of course, we need to create the model first. In this chapter, we will use a recurrent neural network with LSTM cells (Long Short-Term Memory). LSTM cells are better than plain RNN cells because they can capture long-term dependencies better.

A great resource to learn more about LSTMs is the blog post "Understanding LSTM Networks" by Christopher Olah, which is available at https://colah.github.io/posts/2015-08-Understanding-LSTMs/. In this chapter, we do not go into theoretical details about how LSTM and RNN work and only look at using them in TensorFow.

Let us start with defining ...

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Publisher Resources

ISBN: 9781788398060