{"product_id":"hands-on-image-generation-with-tensorflow-soon-yau-cheong-9781838826789","title":"Hands-On Image Generation with TensorFlow: A practical guide to generating images and videos using deep learning","description":"\u003cp\u003e\u003cstrong\u003eImplement various state-of-the-art architectures, such as GANs and autoencoders, for image generation using TensorFlow 2.x from scratch\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features\u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand the different architectures for image generation, including autoencoders and GANs\u003c\/li\u003e\n\u003cli\u003eBuild models that can edit an image of your face, turn photos into paintings, and generate photorealistic images\u003c\/li\u003e\n\u003cli\u003eDiscover how you can build deep neural networks with advanced TensorFlow 2.x features\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThe emerging field of Generative Adversarial Networks (GANs) has made it possible to generate indistinguishable images from existing datasets. With this hands-on book, you'll not only develop image generation skills but also gain a solid understanding of the underlying principles.\u003c\/p\u003e\u003cp\u003eStarting with an introduction to the fundamentals of image generation using TensorFlow, this book covers Variational Autoencoders (VAEs) and GANs. You'll discover how to build models for different applications as you get to grips with performing face swaps using deepfakes, neural style transfer, image-to-image translation, turning simple images into photorealistic images, and much more. You'll also understand how and why to construct state-of-the-art deep neural networks using advanced techniques such as spectral normalization and self-attention layer before working with advanced models for face generation and editing. You'll also be introduced to photo restoration, text-to-image synthesis, video retargeting, and neural rendering. Throughout the book, you'll learn to implement models from scratch in TensorFlow 2.x, including PixelCNN, VAE, DCGAN, WGAN, pix2pix, CycleGAN, StyleGAN, GauGAN, and BigGAN.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you'll be well versed in TensorFlow and be able to implement image generative technologies confidently.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn\u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eTrain on face datasets and use them to explore latent spaces for editing new faces\u003c\/li\u003e\n\u003cli\u003e Get to grips with swapping faces with deepfakes\u003c\/li\u003e\n\u003cli\u003e Perform style transfer to convert a photo into a painting\u003c\/li\u003e\n\u003cli\u003e Build and train pix2pix, CycleGAN, and BicycleGAN for image-to-image translation\u003c\/li\u003e\n\u003cli\u003e Use iGAN to understand manifold interpolation and GauGAN to turn simple images into photorealistic images\u003c\/li\u003e\n\u003cli\u003e Become well versed in attention generative models such as SAGAN and BigGAN\u003c\/li\u003e\n\u003cli\u003e Generate high-resolution photos with Progressive GAN and StyleGAN\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThe Hands-On Image Generation with TensorFlow book is for deep learning engineers, practitioners, and researchers who have basic knowledge of convolutional neural networks and want to learn various image generation techniques using TensorFlow 2.x. You'll also find this book useful if you are an image processing professional or computer vision engineer looking to explore state-of-the-art architectures to improve and enhance images and videos. Knowledge of Python and TensorFlow will help you to get the best out of this book.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Soon Yau Cheong\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1838826785\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781838826789\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Packt Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/24\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 306\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.16lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.64d","brand":"Soon Yau Cheong","offers":[{"title":"Paperback","offer_id":44584188412159,"sku":"9781838826789","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_0ed26668-4858-4035-ac8e-7bf44bbe9d81.jpg?v=1701885772","url":"https:\/\/www.whiterainbookhouse.com\/products\/hands-on-image-generation-with-tensorflow-soon-yau-cheong-9781838826789","provider":"WR Book House","version":"1.0","type":"link"}