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Home > Computing and Information Technology Books > Computer Science Books > Artificial intelligence > Computer vision > GANs & AI Creativity: Building Synthetic Intelligence(12 AI from Scratch: Step-By-Step Guide to Mastering Artificial Intelligence)
GANs & AI Creativity: Building Synthetic Intelligence(12 AI from Scratch: Step-By-Step Guide to Mastering Artificial Intelligence)

GANs & AI Creativity: Building Synthetic Intelligence(12 AI from Scratch: Step-By-Step Guide to Mastering Artificial Intelligence)


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About the Book

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?


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Product Details
  • ISBN-13: 9798310563636
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Height: 279 mm
  • No of Pages: 498
  • Returnable: N
  • Spine Width: 25 mm
  • Weight: 1192 gr
  • ISBN-10: 8310563639
  • Publisher Date: 12 Feb 2025
  • Binding: Paperback
  • Language: English
  • Returnable: N
  • Series Title: 12 AI from Scratch: Step-By-Step Guide to Mastering Artificial Intelligence
  • Sub Title: Building Synthetic Intelligence
  • Width: 216 mm


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