GANs & AI Creativity - Gutiérrez, Gilbert
33,99 €
inkl. MwSt.
Versandkostenfrei*
Versandfertig in über 4 Wochen
payback
17 °P sammeln
  • Broschiertes Buch

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. In GANs & AI Creativity: Building Synthetic Intelligence, the 12th book in the "AI from Scratch" series, Gilbert Gutiérrez guides you through a step-by-step journey into the world of GANs, covering everything…mehr

Andere Kunden interessierten sich auch für
Produktbeschreibung
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. In GANs & AI Creativity: Building Synthetic Intelligence, the 12th book in the "AI from Scratch" series, Gilbert Gutiérrez 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. What You'll Learn in This Book Part 1: Foundations of GANs * What are GANs, and how do they work? * The role of the generator and discriminator in adversarial learning * The mathematics behind GANs: probability, optimization, and loss functions * Different types of GANs: Vanilla GAN, DCGAN, WGAN, CycleGAN, and StyleGAN Part 2: Building GANs from Scratch * Setting up your Python deep learning environment (TensorFlow & PyTorch) * Step-by-step implementation of a simple GAN * Debugging common training issues: mode collapse, vanishing gradients, and instability * Hyperparameter tuning and optimization techniques Part 3: GANs in Creative AI * How GANs are used in AI-generated art, design, and photography * Music and sound synthesis with GANs: AI composers and voice generation * Using GANs for text generation and storytelling * AI-powered game development, character design, and procedural world-building Part 4: Advanced GAN Architectures & Applications * StyleGAN: Creating ultra-realistic human faces and high-resolution images * CycleGAN: Image-to-image translation and domain adaptation * Text-to-image GANs (DALL-E, Imagen) for AI-driven creativity * 3D GANs for virtual worlds, metaverse, and augmented reality Part 5: Ethics, Challenges, and the Future of Synthetic Intelligence * The rise of deepfakes and how to detect them * AI bias and ethical concerns in AI-generated media * Who owns AI-generated content? Legal and copyright challenges * The role of GANs in medicine, science, and robotics * The future of AI-generated creativity and its impact on society Why This Book? * Step-by-Step Learning - Learn GANs from scratch, with hands-on coding tutorials * Focus on AI Creativity - Covers AI-generated art, music, storytelling, and more * Practical & Research-Based - Includes real-world case studies and latest advancements * Ethical & Legal Insights - Understand AI's role in deepfakes, misinformation, and copyright laws Master AI Creativity & Build the Future GANs 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. With clear explanations, hands-on projects, and expert insights, GANs & AI Creativity: Building Synthetic Intelligence will empower you to explore, experiment, and innovate with synthetic intelligence. Are you ready to unlock the creative power of AI?
Hinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.