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Hands-On Deep Learning with TensorFlow

You're reading from   Hands-On Deep Learning with TensorFlow Uncover what is underneath your data!

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Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781787282773
Length 174 pages
Edition 1st Edition
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Author (1):
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Dan Van Boxel Dan Van Boxel
Author Profile Icon Dan Van Boxel
Dan Van Boxel
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The multiple hidden layer model

In this section, we'll show you how to build even more complex models with additional hidden layers. We'll adapt our single hidden layer model into a multilayer model known as a deep neural network. Then, we'll discuss choosing how many neurons and layers to use. Finally, we'll train the model itself, being patient, as this might take a while to compute.

Remember when we added a hidden layer of neurons to our logistic regression model? Well, we can do that again, adding another layer to our single hidden layer model. Once you have more than one layer of neurons, we call this a deep neural network. However, everything you learned before can be applied now. As in the previous sections of this chapter, you should make a fresh Python session and execute the code up to num_hidden1 in this section's code file. Then the fun starts.

The multiple hidden layer model

Exploring the multiple hidden layer model

Let's start by changing the old num_hidden to num_hidden1 to indicate...

You have been reading a chapter from
Hands-On Deep Learning with TensorFlow
Published in: Jul 2017
Publisher: Packt
ISBN-13: 9781787282773
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