{"product_id":"gans-ai-creativity-gilbert-gutizsrrez-9798310563636","title":"GANs \u0026 AI Creativity: Building Synthetic Intelligence","description":"Artificial Intelligence is no longer just about automation and data analysis-it's creating art, composing music, generating human-like text, and even building realistic virtual worlds. At the heart of this revolution lies Generative Adversarial Networks (GANs), a breakthrough deep learning technology that enables AI to generate synthetic content indistinguishable from real-world data. \u003cp\u003e\u003c\/p\u003eIn \u003cb\u003eGANs \u0026amp; AI Creativity: Building Synthetic Intelligence\u003c\/b\u003e, the 12th book in the \"\u003cb\u003e\u003ci\u003eAI from Scratch\u003c\/i\u003e\u003c\/b\u003e\" series, \u003ci\u003eGilbert Gutiérrez\u003c\/i\u003e guides you through a step-by-step journey into the world of GANs, covering everything from foundational concepts to advanced implementations. Whether you're a beginner looking to understand the basics or a professional aiming to build and optimize cutting-edge GAN models, this book offers a complete roadmap to mastering AI-generated creativity. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eWhat You'll Learn in This Book \u003c\/b\u003e\u003cp\u003e\u003c\/p\u003ePart 1: Foundations of GANs\u003cul\u003e\n\u003cli\u003eWhat are GANs, and how do they work?\u003c\/li\u003e\n\u003cli\u003eThe role of the generator and discriminator in adversarial learning\u003c\/li\u003e\n\u003cli\u003eThe mathematics behind GANs: probability, optimization, and loss functions\u003c\/li\u003e\n\u003cli\u003eDifferent types of GANs: Vanilla GAN, DCGAN, WGAN, CycleGAN, and StyleGAN\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003ePart 2: Building GANs from Scratch\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eSetting up your Python deep learning environment (TensorFlow \u0026amp; PyTorch)\u003c\/li\u003e\n\u003cli\u003eStep-by-step implementation of a simple GAN\u003c\/li\u003e\n\u003cli\u003eDebugging common training issues: mode collapse, vanishing gradients, and instability\u003c\/li\u003e\n\u003cli\u003eHyperparameter tuning and optimization techniques\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003ePart 3: GANs in Creative AI\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eHow GANs are used in AI-generated art, design, and photography\u003c\/li\u003e\n\u003cli\u003eMusic and sound synthesis with GANs: AI composers and voice generation\u003c\/li\u003e\n\u003cli\u003eUsing GANs for text generation and storytelling\u003c\/li\u003e\n\u003cli\u003eAI-powered game development, character design, and procedural world-building\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003ePart 4: Advanced GAN Architectures \u0026amp; Applications\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eStyleGAN: Creating ultra-realistic human faces and high-resolution images\u003c\/li\u003e\n\u003cli\u003eCycleGAN: Image-to-image translation and domain adaptation\u003c\/li\u003e\n\u003cli\u003eText-to-image GANs (DALL-E, Imagen) for AI-driven creativity\u003c\/li\u003e\n\u003cli\u003e3D GANs for virtual worlds, metaverse, and augmented reality\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003ePart 5: Ethics, Challenges, and the Future of Synthetic Intelligence\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eThe rise of deepfakes and how to detect them\u003c\/li\u003e\n\u003cli\u003eAI bias and ethical concerns in AI-generated media\u003c\/li\u003e\n\u003cli\u003eWho owns AI-generated content? Legal and copyright challenges\u003c\/li\u003e\n\u003cli\u003eThe role of GANs in medicine, science, and robotics\u003c\/li\u003e\n\u003cli\u003eThe future of AI-generated creativity and its impact on society\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWhy This Book?\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eStep-by-Step Learning\u003c\/b\u003e - Learn GANs from scratch, with hands-on coding tutorials\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eFocus on AI Creativity\u003c\/b\u003e - Covers AI-generated art, music, storytelling, and more\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical \u0026amp; Research-Based\u003c\/b\u003e - Includes real-world case studies and latest advancements\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEthical \u0026amp; Legal Insights\u003c\/b\u003e - Understand AI's role in deepfakes, misinformation, and copyright laws\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eMaster AI Creativity \u0026amp; Build the Future\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eGANs are shaping the future of AI-driven creativity, from hyper-realistic imagery and deepfake technology to AI-generated music, literature, and virtual worlds. As AI continues to evolve, understanding GANs and their ethical implications is essential. \u003cp\u003e\u003c\/p\u003eWith clear explanations, hands-on projects, and expert insights, GANs \u0026amp; AI Creativity: Building Synthetic Intelligence will empower you to explore, experiment, and innovate with synthetic intelligence. \u003cp\u003e\u003c\/p\u003eAre you ready to unlock the creative power of AI?\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Gilbert Gutiérrez\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798310563636\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/12\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 498\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.52lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 1.00d","brand":"Gilbert Gutiérrez","offers":[{"title":"Paperback","offer_id":48217723404543,"sku":"9798310563636","price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_ffa26a58-ea65-44a5-808c-2992e0d219e6.jpg?v=1771999022","url":"https:\/\/www.whiterainbookhouse.com\/products\/gans-ai-creativity-gilbert-gutizsrrez-9798310563636","provider":"WR Book House","version":"1.0","type":"link"}