Hands-On Generative Adversarial Networks with Keras: Your guide to implementing next-generation generative adversarial networks
Author:   Rafael Valle
Publisher:   Packt Publishing Limited
ISBN:  

9781789538205


Pages:   272
Publication Date:   03 May 2019
Format:   Paperback
Availability:   Available To Order   Availability explained
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Hands-On Generative Adversarial Networks with Keras: Your guide to implementing next-generation generative adversarial networks


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Author:   Rafael Valle
Publisher:   Packt Publishing Limited
Imprint:   Packt Publishing Limited
ISBN:  

9781789538205


ISBN 10:   1789538203
Pages:   272
Publication Date:   03 May 2019
Audience:   College/higher education ,  Tertiary & Higher Education
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

Table of Contents

Table of Contents Deep Learning Basics and Environment Setup Introduction to Generative Models Implementing your fist GAN Evaluating your first GAN Improving your first GAN Synthesizing and Manipulating Images with GANs Progressive Growing of GANs Natural Language Generation with GANs Text-To-Image Synthesis with GANs Speech Enhancement with GANs TequilaGAN: Identifying GAN samples What’s Next in GANs

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Author Information

Rafael Valle is a research scientist at NVIDIA focusing on audio applications. He has years of experience developing high-performance machine learning models for data/audio analysis, synthesis and machine improvisation with formal specifications. Dr. Valle was the first to generate speech samples from scratch with GANs and to show that simple yet efficient techniques can be used to identify GAN samples. He holds an Interdisciplinary Ph.D. in Machine Listening and Improvisation from UC Berkeley, a Master’s degree in Computer Music from the MH-Stuttgart in Germany and a Bachelor’s degree in Orchestral Conducting from UFRJ in Brazil.

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