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 Guti???rrez guides ...
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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 Guti???rrez 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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Add this copy of GANs & AI Creativity: Building Synthetic Intelligence to cart. $24.14, new condition, Sold by Ingram Customer Returns Center rated 5.0 out of 5 stars, ships from NV, USA, published 2025 by Independently Published.
Add this copy of Gans & Ai Creativity: Building Synthetic Intelligence to cart. $31.18, new condition, Sold by Just one more Chapter rated 3.0 out of 5 stars, ships from Miramar, FL, UNITED STATES, published 2025 by Independently published.
