Cheong, Soon Yau

Hands - On Image Generation - with TensorFlow: A - practical guide to - generating images and - videos using deep learning

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ISBN 13:
9781838826789
author:
Cheong, Soon Yau
format:
Paperback
publisher:
Packt Publishing
language:
English
Publication Year:
2020
Pages:
306
Dimensions:
23.5 x 19.1 x 1.6 centimetres (0
Genre:
Computers, Programming, Python,
Condition:
New
Availability:
Item usually sent within 5 working days
£53.43

Description

Hands-On Image Generation with TensorFlow: A Practical Guide to Generating Images and Videos Using Deep Learning This hands-on guide covers the fundamentals of image generation using TensorFlow 2.x, including Variational Autoencoders (VAEs) and Generative Adversarial Networks (GANs). You'll learn how to build models for different applications, such as face swaps, neural style transfer, and photorealistic image generation. You'll discover how to implement state-of-the-art architectures from scratch in TensorFlow 2.x, including PixelCNN, VAE, DCGAN, WGAN, pix2pix, CycleGAN, StyleGAN, GauGAN, and BigGAN. By the end of this book, you'll be well-versed in TensorFlow and confident in implementing image generative technologies. With a focus on practical applications and advanced techniques such as spectral normalization and self-attention layers, this guide is ideal for developers looking to expand their skills in deep learning and computer vision.

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