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You're reading from  Deep Learning Quick Reference

Product typeBook
Published inMar 2018
Reading LevelExpert
PublisherPackt
ISBN-139781788837996
Edition1st Edition
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Mike Bernico
Mike Bernico
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Mike Bernico

Mike Bernico is a Lead Data Scientist at State Farm Mutual Insurance Companies. He also works as an adjunct for the University of Illinois at Springfield, where he teaches Essentials of Data Science, and Advanced Neural Networks and Deep Learning. Mike earned his MSCS from the University of Illinois at Springfield. He's an advocate for open source software and the good it can bring to the world. As a lifelong learner with umpteen hobbies, Mike also enjoys cycling, travel photography, and wine making.
Read more about Mike Bernico

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Generating CIFAR-10 images using a Keras GAN

While the network architecture remains for the most part unchanged I felt it necessary to show you an example that uses color images, as well as providing the example in Git, so that you had some place to start if you wanted to apply a GAN to your own data.

The CIFAR-10 is a famous dataset comprised of 60,000 32 x 32 x 3 RGB color images, distributed across 10 categories. Those categories are airplanes, cars, birds, cats, deer, dogs, frogs, horses, ships, and trucks. Hopefully, when you see the generated images later, you might see something that you can imagine looks like those objects.

Loading CIFAR-10

Loading the dataset is almost exactly the same, as Keras also provides a loader...

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Deep Learning Quick Reference
Published in: Mar 2018Publisher: PacktISBN-13: 9781788837996

Author (1)

author image
Mike Bernico

Mike Bernico is a Lead Data Scientist at State Farm Mutual Insurance Companies. He also works as an adjunct for the University of Illinois at Springfield, where he teaches Essentials of Data Science, and Advanced Neural Networks and Deep Learning. Mike earned his MSCS from the University of Illinois at Springfield. He's an advocate for open source software and the good it can bring to the world. As a lifelong learner with umpteen hobbies, Mike also enjoys cycling, travel photography, and wine making.
Read more about Mike Bernico