{"product_id":"ai-systems-performance-engineering-optimizing-model-training-and-inference-workloads-with-gpus-cuda-and-pytorch-9798341627789","title":"AI Systems Performance Engineering: Optimizing Model Training and Inference Workloads with Gpus, Cuda, and Pytorch","description":"\u003cp\u003eElevate your AI system performance capabilities with this definitive guide to unlocking peak efficiency across every layer of your AI infrastructure. In today's era of ever-growing generative models, \u003cem\u003eAI Systems Performance Engineering\u003c\/em\u003e equips professionals with actionable strategies to co-optimize hardware, software, and algorithms for high-performance and cost-effective AI systems. Authored by Chris Fregly, a performance-focused engineering and product leader, this comprehensive resource transforms complex systems into streamlined, high-impact AI solutions.\u003c\/p\u003e \u003cp\u003eInside, you'll discover step-by-step methodologies for fine-tuning GPU CUDA kernels, PyTorch-based algorithms, and multinode training and inference systems. You'll also master the art of scaling GPU clusters for high performance, distributed model training jobs, and inference servers.\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eCodesign and optimize hardware, software, and algorithms to achieve maximum throughput and cost savings\u003c\/li\u003e \u003cli\u003eImplement cutting-edge inference strategies that reduce latency and boost throughput in real-world settings\u003c\/li\u003e \u003cli\u003eUtilize industry-leading scalability tools and frameworks\u003c\/li\u003e \u003cli\u003eProfile, diagnose, and eliminate performance bottlenecks across complex AI pipelines\u003c\/li\u003e \u003cli\u003eIntegrate full stack optimization techniques for robust, reliable AI system performance\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003eWhether you're an engineer, researcher, or developer, \u003cem\u003eAI Systems Performance Engineering\u003c\/em\u003e gives you a holistic roadmap for building resilient, scalable, and cost-effective AI systems that excel in both training and inference.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/23\/2025\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9798341627789\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 954","brand":"Chris Fregly","offers":[{"title":"Default Title","offer_id":51924784677045,"sku":"9798341627789","price":84.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_510f0d70-f0f3-47a9-8700-2345654eb3d3.jpg?v=1761660893","url":"https:\/\/pastforward.org\/products\/ai-systems-performance-engineering-optimizing-model-training-and-inference-workloads-with-gpus-cuda-and-pytorch-9798341627789","provider":"Past Forward","version":"1.0","type":"link"}