{"product_id":"gans-ai-creativity-building-synthetic-intelligence-9798310563636","title":"GANs \u0026 AI Creativity: Building Synthetic Intelligence","description":"\u003cp\u003e • Author(s): Gilbert Gutiérrez\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Artificial Intelligence - Computer Vision \u0026amp; Pattern Recognit\u003c\/p\u003e\u003cp\u003eArtificial 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. \u003c\/p\u003e\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?","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":45561449644183,"sku":"9798310563636","price":2840.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798310563636.webp?v=1768597685","url":"https:\/\/atlanticbooks.com\/products\/gans-ai-creativity-building-synthetic-intelligence-9798310563636","provider":"Atlantic Books","version":"1.0","type":"link"}