{"product_id":"140253","title":"LLM Service Design and Optimization ","description":"\u003ccenter\u003e\u003cdiv style=\"text-align:center\"\u003e\u003cimg src=\"https:\/\/tmgdisk01.cafe24.com\/images\/vs\/4172\/sv\/3jYGWruI9nC47HfLyTnHzv3VLCenjZ.png?v=1765078929\" style=\"max-width:100%;max-height:10px\"\u003e\u003c\/div\u003e\u003c\/center\u003e\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\u003ccenter\u003e\n\n\u003cdiv style=\"width:95%\"\u003e\n\n\u003cdiv style=\"text-align:center;font-size:30px;font-weight:bolder;line-height:1.6em\"\u003e LLM Service Design and Optimization \u003c\/div\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003cdiv style=\"border-bottom:1px;border-bottom-style:dotted;border-color:;padding-bottom:20px\"\u003e\u003ccenter\u003e\u003ctable align=\"center\" width=\"100%\"\u003e\u003ctbody style=\"border:0px\"\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\" style=\"line-height:1.2em;text-align:center;font-size:18px;color:black;font-weight:bold;padding-bottom:20px;\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\n\n\u003ctr\u003e\u003ctd style=\"text-align:center\"\u003e\u003cimg src=\"https:\/\/image.yes24.com\/goods\/144443178\/XL\" style=\"max-width:100%;height:auto\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\n\n\n\u003c\/tbody\u003e\u003c\/table\u003e\u003c\/center\u003e\u003c\/div\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003cdiv style=\"width:95%;{split_style6}padding-top:20px;padding-bottom:20px\"\u003e\n\n\u003cdiv style=\"text-align:left;font-size:16px;font-weight:bold;padding-bottom:20px\"\u003e Description \u003c\/div\u003e\n\n\u003cdiv style=\"text-align:left;word-break:break-all;font-size:14px;line-height:1.6em;\"\u003e\n\n\u003cdiv\u003e\u003ch5\u003e \u003cb\u003eBook Introduction\u003c\/b\u003e\n\u003c\/h5\u003e\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e\u003cdiv\u003e \u003cb\u003eLLM Optimization Strategies to Enhance the Competitiveness of Generative AI\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e Advances in AI and machine learning have led to a surge in interest in large language models (LLMs), but their high cost has hindered many companies from adopting them.\u003cbr\u003e This book presents an efficient approach to building and deploying LLMs at low cost.\u003cbr\u003e Learn how to effectively minimize costs while minimizing performance degradation at each stage: model selection, prompt engineering, fine-tuning, and deployment. \u003cbr\u003eProvides practical and technical knowledge required to implement generative AI applications such as search systems and AI agents.\u003cbr\u003e Let's strengthen the competitiveness of generative AI services by exploring inference optimization techniques such as model quantization and scaling, as well as ways to reduce infrastructure costs.\u003cbr\u003e\n\u003c\/div\u003e\u003c\/div\u003e\n\u003cdiv\u003e\u003cul\u003e\u003cli\u003e You can preview some of the book's contents.\u003cbr\u003e \u003cspan\u003ePreview\u003c\/span\u003e\n\n\u003c\/li\u003e\u003c\/ul\u003e\u003c\/div\u003e\n\u003c\/div\u003e \",\"\u003cdiv\u003e\u003ch5\u003e \u003cb\u003eindex\u003c\/b\u003e\n\u003c\/h5\u003e\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e \u003cb\u003eCHAPTER 1 LLM Foundations\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e _1.1 Generative AI Applications and LLM\u003cbr\u003e _1.2 The Path to Commercialization of Generative AI Applications\u003cbr\u003e _1.3 The Importance of Cost Optimization\u003cbr\u003e _1.4 Summary\u003cbr\u003e\u003cbr\u003e \u003cb\u003eCHAPTER 2: Tuning Techniques for Cost Optimization\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e _2.1 Fine Tuning and Customizing\u003cbr\u003e _2.2 Parameter Efficient Fine Tuning (PEFT)\u003cbr\u003e _2.3 Impact of PEFT on Cost and Performance\u003cbr\u003e _2.4 Summary\u003cbr\u003e\u003cbr\u003e \u003cb\u003eCHAPTER 3: Inference Techniques for Cost Optimization\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e _3.1 Introduction to Inference Techniques\u003cbr\u003e _3.2 Prompt Engineering\u003cbr\u003e _3.3 Caching using vector stores\u003cbr\u003e _3.4 Chain for managing long documents \u003cbr\u003e_3.5 Text Summary\u003cbr\u003e _3.6 Batching Prompts for Efficient Inference\u003cbr\u003e _3.7 Model Optimization Methods\u003cbr\u003e _3.8 Parameter Efficient Fine Tuning (PEFT)\u003cbr\u003e _3.9 Cost and Performance Impacts\u003cbr\u003e _3.10 Summary\u003cbr\u003e\u003cbr\u003e \u003cb\u003eCHAPTER 4 MODEL CHOICE AND ALTERNATIVES\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e _4.1 The Importance of Model Selection\u003cbr\u003e _4.2 Efficient compact model\u003cbr\u003e _4.3 Successful Small Model Cases\u003cbr\u003e _4.4 Domain-Specific Model\u003cbr\u003e _4.5 Performance of prompts using a general model\u003cbr\u003e _4.6 Summary\u003cbr\u003e\u003cbr\u003e \u003cb\u003eCHAPTER 5 Infrastructure and Deployment Tuning Strategies\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e _5.1 Tuning Strategy\u003cbr\u003e _5.2 Hardware Utilization and Deployment Tuning\u003cbr\u003e _5.3 Inference Acceleration Tool\u003cbr\u003e _5.4 Monitoring and Observability\u003cbr\u003e _5.5 Summary\u003cbr\u003e\u003cbr\u003e \u003cb\u003eCHAPTER 6: The Key to Successful Generative AI Implementation\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e _6.1 Balance between performance and cost\u003cbr\u003e _6.2 Future Trends in Generative AI Applications\u003cbr\u003e _6.3 Summary\u003c\/div\u003e\n\u003cdiv\u003e\u003c\/div\u003e\n\u003c\/div\u003e \",\"\u003cdiv\u003e\u003ch5\u003e \u003cb\u003eDetailed image\u003c\/b\u003e \u003c\/h5\u003e\u003c\/div\u003e\n\u003cdiv\u003e\u003cdiv\u003e\u003cimg src=\"https:\/\/image.yes24.com\/momo\/TopCate5228\/MidCate004\/522733802.jpg\" border=\"0\" alt=\"Detailed Image 1\"\u003e\u003c\/div\u003e\u003c\/div\u003e \",\"\u003cdiv\u003e\u003ch5\u003e \u003cb\u003ePublisher's Review\u003c\/b\u003e\n\u003c\/h5\u003e\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cdiv\u003e \u003cb\u003eNow, the core of AI services is optimization!\u003cbr\u003e Learn everything about LLM Service Design!\u003c\/b\u003e\u003cbr\u003e \u003cbr\u003eWith the emergence of LLMs that deliver high performance with minimal investment, such as DeepSearch, a new keyword has emerged in the AI ​​development process: optimization.\u003cbr\u003e This book broadly covers the practical methodologies and theories needed to build high-performance AI services with efficient investments, from leveraging small models (SLMs), effective prompt engineering, fine-tuning, and quantization techniques.\u003cbr\u003e Drawing on a variety of case studies and theories, we provide in-depth insights to startups, companies, and developers struggling with the costs of adopting AI technology.\u003cbr\u003e We hope this will be of practical help to anyone who needs an LLM optimization strategy that reduces costs and improves performance.\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e \u003cb\u003eKey Contents\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e ● An effective technique to solve the problem of high computational cost of LLM\u003cbr\u003e Fine-tuning, inference, and quantization techniques to create cost-effective generative AI services\u003cbr\u003e ● Alternative models such as small models and domain-specific models\u003cbr\u003e\u003cbr\u003e \u003cb\u003eTarget audience\u003c\/b\u003e\u003cbr\u003e \u003cbr\u003e● Practical engineers who want to build, tune, and deploy efficient AI models\u003cbr\u003e ● Planners and decision makers who want to make a business evaluation of AI services\u003cbr\u003e ● Developers who want to learn about the overall technology of artificial intelligence models, including LLM\u003cbr\u003e ● Students and professors studying generative AI and LLM\u003c\/div\u003e\n\u003cdiv\u003e\u003c\/div\u003e\n\u003c\/div\u003e \"]\u003c\/div\u003e\n\n\n\u003c\/div\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003cdiv style=\"width:95%;padding-top:20px;padding-bottom:20px\"\u003e\n\n\u003cdiv style=\"text-align:left;font-size:16px;font-weight:bold;padding-bottom:20px\"\u003e GOODS SPECIFICS \u003c\/div\u003e\n\n\u003cdiv style=\"text-align:left;font-size:14px;line-height:1.6em;\"\u003e\n\n\u003cdiv style=\"width:100%;margin-bottom:5px;line-height:1.6em;font-size:14px\"\u003e - \u003cstrong\u003eDate of issue:\u003c\/strong\u003e April 10, 2025\u003c\/div\u003e\n\n\u003cdiv style=\"width:100%;margin-bottom:5px;line-height:1.6em;font-size:14px\"\u003e - \u003cstrong\u003ePage count, weight, size:\u003c\/strong\u003e 296 pages | 183*235*12mm\u003c\/div\u003e\n\n\u003cdiv style=\"width:100%;margin-bottom:5px;line-height:1.6em;font-size:14px\"\u003e - \u003cstrong\u003eISBN13:\u003c\/strong\u003e 9791169213646\u003c\/div\u003e\n\n\u003cdiv style=\"width:100%;margin-bottom:5px;line-height:1.6em;font-size:14px\"\u003e - \u003cstrong\u003eISBN10:\u003c\/strong\u003e 1169213642 \u003c\/div\u003e\n\n\n\u003c\/div\u003e\n\n\n\u003c\/div\u003e\n\n\n\u003c\/div\u003e\n\n\u003ccenter\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003ccenter\u003e\u003ctable\u003e\u003ctr\u003e\u003ctd style=\"height:10px\"\u003e\u003c\/td\u003e\u003c\/tr\u003e\u003c\/table\u003e\u003c\/center\u003e\n\n\u003cspan\u003e\u003c\/span\u003e\n\n\u003c\/center\u003e\n\n\n\u003c\/center\u003e","brand":"LIBRAIRIE COREENNE","offers":[{"title":"Default Title","offer_id":43893406990378,"sku":"140253","price":41.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0683\/2750\/5962\/files\/50e3b1a142013bedb52bb9b0fb188e68.jpg?v=1765400750","url":"https:\/\/librairie.coreenne.fr\/en\/products\/140253","provider":"LIBRAIRIE COREENNE","version":"1.0","type":"link"}