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Deep Learning with Keras
book

Deep Learning with Keras

by Antonio Gulli, Sujit Pal
April 2017
Intermediate to advanced
318 pages
7h 40m
English
Packt Publishing
Content preview from Deep Learning with Keras

Keras example — deep dreaming

In this example, we will look at a slightly different generative network. We will see how to take a pre-trained convolutional network and use it to generate new objects in an image. Networks trained to discriminate between images learn enough about the images to generate them as well. This was first demonstrated by Alexander Mordvintsev of Google and described in this Google Research blog post (https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html). It was originally called inceptionalism but the term deep dreaming became more popular to describe the technique.

Deep dreaming takes the backpropagated gradient activations and adds it back to the image, running the same process over ...

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Publisher Resources

ISBN: 9781787128422Supplemental Content