{"product_id":"end-to-end-ai-evaluation-building-effective-metrics-pipelines-and-monitoring-for-llm-systems-9798275357905","title":"End-to-End AI Evaluation: Building Effective Metrics, Pipelines, and Monitoring for LLM Systems","description":"\u003cp\u003e • Author(s): Jenny F. Yazzie\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Information Theory\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eEnd-to-End AI Evaluation: Building Effective Metrics, Pipelines, and Monitoring for LLM Systems\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eUnlock the full potential of your \u003cb\u003eLarge Language Models (LLMs)\u003c\/b\u003e with this essential guide to \u003cb\u003eAI evaluation\u003c\/b\u003e, \u003cb\u003emetrics\u003c\/b\u003e, and \u003cb\u003emonitoring\u003c\/b\u003e. Learn how to build robust pipelines and ensure real-time, effective performance tracking for cutting-edge AI systems. \u003cp\u003e\u003c\/p\u003eIn today's AI-driven world, ensuring the \u003cb\u003eefficiency\u003c\/b\u003e, \u003cb\u003eaccuracy\u003c\/b\u003e, and \u003cb\u003eethical compliance\u003c\/b\u003e of LLM systems is crucial for success. \u003ci\u003eEnd-to-End AI Evaluation\u003c\/i\u003e provides readers with a comprehensive roadmap to evaluate and monitor LLM systems throughout their lifecycle. This book covers everything from \u003cb\u003ebuilding effective evaluation metrics\u003c\/b\u003e to \u003cb\u003eautomating model monitoring\u003c\/b\u003e with real-time feedback loops.\u003cp\u003eThrough practical examples, \u003cb\u003ereal-world case studies\u003c\/b\u003e, and \u003cb\u003ecutting-edge tools\u003c\/b\u003e, you will discover how to optimize model performance, identify and mitigate issues like \u003cb\u003edata drift\u003c\/b\u003e and \u003cb\u003ehallucinations\u003c\/b\u003e, and scale your LLMs effectively. Whether you are a data scientist, AI engineer, or business leader, this book arms you with the knowledge to \u003cb\u003eimprove model performance\u003c\/b\u003e, \u003cb\u003ereduce operational risks\u003c\/b\u003e, and enhance \u003cb\u003euser satisfaction\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eBenefits: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eComprehensive Coverage\u003c\/b\u003e: Learn how to build a complete AI evaluation pipeline for LLM systems, from \u003cb\u003edata collection\u003c\/b\u003e to \u003cb\u003emodel deployment\u003c\/b\u003e and \u003cb\u003econtinuous monitoring\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eReal-World Applications\u003c\/b\u003e: Explore \u003cb\u003eindustry-specific use cases\u003c\/b\u003e in healthcare, finance, and customer service, offering actionable insights for every field.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003ePractical Guidance\u003c\/b\u003e: Step-by-step instructions on \u003cb\u003eautomating model evaluations\u003c\/b\u003e, \u003cb\u003eintegrating feedback loops\u003c\/b\u003e, and maintaining \u003cb\u003escalable AI systems\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eFuture-Proof Insights\u003c\/b\u003e: Understand the \u003cb\u003eemerging trends\u003c\/b\u003e in AI evaluation, including \u003cb\u003eAutoML\u003c\/b\u003e, \u003cb\u003ehallucination detection\u003c\/b\u003e, and \u003cb\u003eadaptive learning systems\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eEthical Frameworks\u003c\/b\u003e: Ensure your models meet \u003cb\u003eethical standards\u003c\/b\u003e with best practices for \u003cb\u003ebias detection\u003c\/b\u003e and \u003cb\u003efairness\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eReady to take your \u003cb\u003eLLM systems\u003c\/b\u003e to the next level? Don't miss out get your copy of \u003ci\u003eEnd-to-End AI Evaluation\u003c\/i\u003e today and unlock the secrets to building more \u003cb\u003eeffective\u003c\/b\u003e, \u003cb\u003etransparent\u003c\/b\u003e, and \u003cb\u003escalable AI models\u003c\/b\u003e.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47779087384727,"sku":"9798275357905","price":2100.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798275357905.webp?v=1778033307","url":"https:\/\/atlanticbooks.com\/products\/end-to-end-ai-evaluation-building-effective-metrics-pipelines-and-monitoring-for-llm-systems-9798275357905","provider":"Atlantic Books","version":"1.0","type":"link"}