{"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 maximizing 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 provides engineers, researchers, and developers with a hands-on set of actionable optimization strategies. Learn to co-optimize hardware, software, and algorithms to build resilient, scalable, and cost-effective AI systems that excel in both training and inference. Authored by Chris Fregly, a performance-focused engineering and product leader, this resource transforms complex AI 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. The book ends with a 175+-item checklist of proven, ready-to-use optimizations.\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\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-14024337\"\u003eChris Fregly\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/16\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 1058\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 3.64lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 2.08d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9798341627789\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM042000\"\u003eArtificial Intelligence | Natural Language Processing\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM059000\"\u003eComputer Engineering\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/cacorrectionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM011000\"\u003eComputer Architecture\u003c\/a\u003e\u003cbr\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":45002824220811,"sku":"9798341627789","price":99.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0626\/5100\/7115\/files\/img_e1659d08-acb1-4f7f-9135-ef2a5dd569d2.jpg?v=1765564321","url":"https:\/\/cacorrectionsbookstore.com\/products\/ai-systems-performance-engineering-optimizing-model-training-and-inference-workloads-with-gpus-cuda-and-pytorch-9798341627789","provider":"CA Corrections Bookstore","version":"1.0","type":"link"}