Supercomputing for Artificial Intelligence: Foundations, Architectures, and Scaling Deep Learning Workloads
Supercomputing for Artificial Intelligence: Foundations, Architectures, and Scaling Deep Learning Workloads
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Supercomputing for Artificial Intelligence: Foundations, Architectures, and Scaling Deep Learning Workloads
Supercomputing for Artificial Intelligence: Foundations, Architectures, and Scaling Deep Learning Workloads
Supercomputing for Artificial Intelligence is a practical, systems-oriented guide to mastering the infrastructures, tools, and execution trade-offs involved in scaling deep learning systems.
Supercomputing for Artificial Intelligence: Foundations, Architectures, and Scaling Deep Learning Workloads
Artikelnr.: 211422612

Supercomputing for Artificial Intelligence: Foundations, Architectures, and Scaling Deep Learning Workloads

Artikelnr.: 211422612

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Supercomputing for Artificial Intelligence is a practical, systems-oriented guide to mastering the infrastructures, tools, and execution trade-offs involved in scaling deep learning systems.
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Wat opvalt

Advanced Architectures
Explores cutting-edge architectures tailored for AI, enhancing computational efficiency and performance for deep learning applications, setting it apart from traditional computing resources.
Scalable Solutions
Provides strategies for scaling deep learning workloads, enabling researchers and developers to efficiently manage increasing data sizes and complexity, which is crucial for modern AI applications.
Comprehensive Foundations
Covers essential principles and frameworks of supercomputing for AI, equipping professionals with the foundational knowledge needed to innovate and excel in high-performance computing environments.

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  • When code is cheap, performance is expensive.Supercomputing for Artificial Intelligence is a systems-oriented guide to understanding what really happens when AI code runs at scale.Learn how to train deep learning models and LLMs on GPUs, clusters, and supercomputers—and how to reason about performance, scalability, and cost.Supercomputing for Artificial Intelligence is a practical, systems-oriented guide to mastering the infrastructures, tools, and execution trade-offs involved in scaling deep learning systems—from neural networks to large language models (LLMs).Designed for graduate students, AI researchers, data scientists, and engineers, this book bridges the gap between high-performance computing (HPC) and real-world AI applications. In an era where AI tools can generate entire training pipelines in minutes, the real engineering challenge has shifted from writing code to understanding performance, scalability limits, and cost. Whether you're working in academia, industry, or exploring advanced AI on your own, you'll find clear explanations and hands-on examples built around tools like PyTorch, CUDA, MPI, SLURM, and multi-GPU distributed training.With over 800 pages of rigorously tested content, this book develops the ability to reason about large-scale AI training through:The foundations of supercomputing and its role in AI workloadsPractical GPU programming with CUDA and distributed systemsParallel programming with MPI on modern clustersEfficient training of neural networks, CNNs, and TransformersPerformance optimization for deep learning at scaleDistributed training with PyTorch DistributedDataParallel (DDP)Building and scaling LLMs using real biomedical and NLP datasetsJupyter, Google Colab, and Hugging Face workflowsDeployment and inference strategies for modern LLMsAll source code, configuration files, and job scripts are available in a public GitHub repository. The material is field-tested through years of teaching and research at the Barcelona Supercomputing Center, and can be applied on local GPU setups, cloud platforms, and HPC clusters.This book is ideal for:Instructors looking for practical material for AI and HPC coursesStudents and professionals wanting to learn how to run AI at scaleEngineers transitioning from standard AI workflows to distributed environments and seeking system-level judgmentsResearchers working on LLMs and interested in reproducible pipelinesDo I need a supercomputer to use this book? Not at all. While some examples are run on large systems like MareNostrum, some code is designed to scale—from a single GPU to a full HPC node. You’ll find guidance for running experiments in Google Colab and containerized environments. The emphasis throughout is not on maximum scale, but on understanding when scaling makes sense—and when it does not.Whether you're teaching AI, training models at scale, or simply curious about the invisible infrastructure powering today’s most powerful AI systems, this book is your companion to understanding and leveraging supercomputing for artificial intelligence.This is not a book about writing code faster. It is about understanding what happens when that code runs—on GPUs, across nodes, under real resource constraints.What's inside:800+ pages of real-world content tested in supercomputing classroomsHands-on examples with PyTorch, CUDA, MPI, and SLURMFull GitHub access with ready-to-run scripts and datasetsWorkflows adapted for Google Colab, and HPC clusters
Publisher Independently published
Publication date July 30, 2025
Language English
Print length 804 pages
ISBN-13 979-8319328359
Item Weight 3.1 pounds (1.41 kg)
Dimensions 7.44 x 1.82 x 9.69 inches (18.9 x 4.6 x 24.6 cm)

Voor wie is dit geschikt?

Suitable For
  • AI Researchers

    Ideal for researchers focusing on enhancing deep learning techniques, requiring extensive computational resources and advanced architectures.

  • Data Scientists

    Beneficial for data scientists looking to optimize their deep learning models using supercomputing strategies for large datasets.

  • Graduate Students

    Perfect for graduate students specializing in artificial intelligence, providing foundational knowledge of supercomputing in AI applications.

Not Suitable For
  • Casual Learners

    Not suitable for casual learners who want a simple introduction to AI without complex computational concepts.

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  • vraag: Do I need a supercomputer to use this book?

    antwoord: No, the book is designed to run on various systems, from single GPUs to HPC nodes.
  • vraag: Is this book suitable for beginners in AI?

    antwoord: Yes, it provides clear explanations and is accessible for learners at all levels.
  • vraag: Can I access the source code and examples online?

    antwoord: Yes, all source code and configuration files are available in a public GitHub repository.

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Kenmerken en voordelen

  • Comprehensive guide to AI supercomputing and deep learning.
  • Focus on practical tools like PyTorch, CUDA, and MPI for scaling.
  • Covers performance optimization and distributed training techniques.
  • Field-tested content designed for students, researchers, and engineers.
  • Accessible to all levels, from single GPU setups to large HPC systems.
  • Includes source code and resources for hands-on learning.

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