دانلود کتاب شتاب دهنده GPU در یادگیری عمیق

In the rapidly evolving landscape of artificial intelligence, deep learning has emerged as a cornerstone technology powering innovations across industries, from healthcare and _finance to autonomous systems and smart cities. This book, GPU-Accelerated Deep Learning, provides a comprehensive guide to understanding the fundamental principles, architectures, and practical implementations of deep neural networks. By bridging theory with hands-on techniques, it equips readers with the knowledge to design, train, and optimize models effectively, emphasizing the transformative role of GPU acceleration in scaling deep learning workloads. Designed for students, researchers, and industry practitioners, this text delves into both foundational concepts-such as convolutional and recurrent neural networks, transfer learning, and model optimization and advanced topics, including multi-GPU training, distributed learning strategies, and GPU-accelerated vector search methods. The book highlights practical workflows, real-world case studies, and deployment strategies that demonstrate how GPUs can significantly reduce training times, improve model efficiency, and enable large-scale experimentation. By combining rigorous explanations with step-by-step tutorials, readers gain actionable insights into accelerating AI model development using modern hardware and software frameworks. Moreover, this book addresses emerging trends and future directions in deep learning, including energy-efficient training, federated learning, and AI deployment on exascale systems. Readers will bene_it from discussions on interpretability, ethical considerations, and best practices for benchmarking and profiling GPU workloads. By engaging with this material, researchers can not only deepen their understanding of state-of-the-art deep learning methods but also acquire practical skills to innovate and contribute to the next generation of AI-driven applications, making this an essential resource for advancing both academic research and industry solutions.