E-book details

Hands-On Generative Adversarial Networks with Keras. Your guide to implementing next-generation generative adversarial networks

Hands-On Generative Adversarial Networks with Keras. Your guide to implementing next-generation generative adversarial networks

Rafael Valle

Ebook
Generative Adversarial Networks (GANs) have revolutionized the fields of machine learning and deep learning. This book will be your first step toward understanding GAN architectures and tackling the challenges involved in training them.

This book opens with an introduction to deep learning and generative models and their applications in artificial intelligence (AI). You will then learn how to build, evaluate, and improve your first GAN with the help of easy-to-follow examples. The next few chapters will guide you through training a GAN model to produce and improve high-resolution images. You will also learn how to implement conditional GANs that enable you to control characteristics of GAN output. You will build on your knowledge further by exploring a new training methodology for progressive growing of GANs. Moving on, you'll gain insights into state-of-the-art models in image synthesis, speech enhancement, and natural language generation using GANs. In addition to this, you'll be able to identify GAN samples with TequilaGAN.

By the end of this book, you will be well-versed with the latest advancements in the GAN framework using various examples and datasets, and you will have developed the skills you need to implement GAN architectures for several tasks and domains, including computer vision, natural language processing (NLP), and audio processing.

Foreword by Ting-Chun Wang, Senior Research Scientist, NVIDIA
  • 1. Deep Learning Basics and Environment Setup
  • 2. Introduction to Generative Models
  • 3. Implementing your fist GAN
  • 4. Evaluating your first GAN
  • 5. Improving your first GAN
  • 6. Synthesizing and Manipulating Images with GANs
  • 7. Progressive Growing of GANs
  • 8. Natural Language Generation with GANs
  • 9. Text-To-Image Synthesis with GANs
  • 10. Speech Enhancement with GANs
  • 11. TequilaGAN: Identifying GAN samples
  • 12. What’s Next in GANs
  • Title: Hands-On Generative Adversarial Networks with Keras. Your guide to implementing next-generation generative adversarial networks
  • Author: Rafael Valle
  • Original title: Hands-On Generative Adversarial Networks with Keras. Your guide to implementing next-generation generative adversarial networks
  • ISBN: 9781789535136, 9781789535136
  • Date of issue: 2019-05-03
  • Format: Ebook
  • Item ID: e_2auh
  • Publisher: Packt Publishing