{"product_id":"ai-systems-performance-engineering-full-colour-edition","title":"AI Systems Performance Engineering (Full Colour Edition)","description":"\u003cp\u003eAI Systems Performance Engineering by Chris Fregly looks at how to make AI systems run efficiently across hardware, software and algorithms. It is written for engineers, researchers and developers who work with large generative models. The book gives practical steps for tuning GPU CUDA kernels, PyTorch-based algorithms, and training and inference systems that span many nodes. It also covers scaling GPU clusters, distributed training jobs and inference servers, aiming for systems that are resilient, scalable and cost-effective. A checklist of 175-plus optimizations closes the book.\u003c\/p\u003e\u003ch4\u003eWhy You Should Read?\u003c\/h4\u003e\u003cul\u003e\n\u003cli\u003eLearn to co-optimize hardware, software and algorithms so your AI systems stay efficient in both training and inference.\u003c\/li\u003e\n\u003cli\u003eMaster the scaling of GPU clusters, distributed model training jobs and inference servers for high performance.\u003c\/li\u003e\n\u003cli\u003eUse the closing checklist of 175-plus proven optimizations as a ready-to-use reference for your own systems.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":44106306289727,"sku":null,"price":6920.0,"currency_code":"NPR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0686\/9866\/9119\/files\/9789368087298-7b8b0e0c598307d6.jpg?v=1791920505","url":"https:\/\/headerbooks.com\/products\/ai-systems-performance-engineering-full-colour-edition","provider":"Header Books","version":"1.0","type":"link"}