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GANs in Action


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GANs in Action: Deep learning with Generative Adversarial Networks teaches you how to build and train your own generative adversarial networks. First, you’ll get an introduction to generative modelling and how GANs work, along with an overview of their potential uses. Then, you’ll start building your own simple adversarial system, as you explore the foundation of GAN architecture: the generator and discriminator networks.

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GANs in Action

  1. 1. Deep Learning with Generative Adversarial Networks With GANs in Action—get the book for 42% off. Just enter code sllangr into the discount code box at
  2. 2. A leap forward for deep learning Deep learning systems have gotten really good identifying patterns in text, images, and video. But applications that create realistic images, natural sentences and paragraphs, or native-quality translations have proven elusive. Enter GANs—Generative Adversarial Networks. Where GANs fit into the AI landscape
  3. 3. Making AI better GANs offer a promising solution to these challenges by pairing two competing neural networks—one that generates content and the other that rejects samples that are of poor quality. And GANs in Action will teach you how to build and train your own models! High-level GAN function diagram
  4. 4. Learning first-hand After getting an overview of how GANs work, you’ll dive in and create and train your very own GAN, so you can see the technology in action. Because there’s no better way to learn than getting in and getting your hands dirty. Image generation with GANs
  5. 5. Learn from experts The two authors of GANs in Action combined have a serious amount of experience in the field of data science and in software engineering. They have worked at many major tech companies and have extensive experience in teaching data science. You’re in good hands! Multivariate 2d distribution
  6. 6. If you want to learn more about the book, you can read the first chapter of GANs in Action for free here. Get GANs in Action for 42% off. Just enter code sllangr into the discount code box at