Hany / Walters Hands-On Generative Adversarial Networks with PyTorch 1.x

Implement next-generation neural networks to build powerful GAN models using Python
1. Auflage 2019
ISBN: 978-1-78953-428-3
Verlag: De Gruyter
Format: EPUB
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 312 Seiten

No detailed description available for "Hands-On Generative Adversarial Networks with PyTorch 1.x".

Autoren/Hrsg.

Hany, John

Walters, Greg

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Neuronale Netzwerke
• Mathematik | Informatik EDV | Informatik Informatik Theoretische Informatik
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion

Inhaltsverzeichnis

Table of Contents - Generative Adversarial Networks Fundamentals

- Getting Started with PyTorch 1.3
- Best Practices for Model Design and Training
- Building Your First GAN with PyTorch
- Generating Images Based on Label Information
- Image-to-Image Translation and Its Applications
- Image Restoration with GANs
- Training Your GANs to Break Different Models
- Image Generation from Description Text
- Sequence Synthesis with GANs
- Reconstructing 3D models with GANs

Über Autor(innen)

Hany John:

John Hany received his master's degree and bachelor's degree in calculational mathematics at the University of Electronic Science and Technology of China. He majors in pattern recognition and has years of experience in machine learning and computer vision. He has taken part in several practical projects, including intelligent transport systems and facial recognition systems. His current research interests lie in reducing the computation costs of deep neural networks while improving their performance on image classification and detection tasks. He is enthusiastic about open source projects and has contributed to many of them.Walters Greg:

Greg Walters has been involved with computers and computer programming since 1972. He is well-versed in Visual Basic, Visual Basic.NET, Python, and SQL and is an accomplished user of MySQL, SQLite, Microsoft SQL Server, Oracle, C++, Delphi, Modula-2, Pascal, C, 80x86 Assembler, COBOL, and Fortran. He is a programming trainer and has trained numerous people on many pieces of computer software, including MySQL, Open Database Connectivity, Quattro Pro, Corel Draw!, Paradox, Microsoft Word, Excel, DOS, Windows 3.11, Windows for Workgroups, Windows 95, Windows NT, Windows 2000, Windows XP, and Linux. He is semi-retired and has written over 100 articles for Full Circle Magazine. He is also a musician and loves to cook. He is open to working as a freelancer on various projects.