{"id":8709,"date":"2026-08-10T09:59:03","date_gmt":"2026-08-10T09:59:03","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-evaluating-large-language-models-llms-2025-2\/"},"modified":"2026-08-10T09:59:03","modified_gmt":"2026-08-10T09:59:03","slug":"oreilly-evaluating-large-language-models-llms-2025-2","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-evaluating-large-language-models-llms-2025-2\/","title":{"rendered":"Oreilly \u2013 Evaluating Large Language Models (LLMs) 2025-2"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"7:1-7:319\"><span style=\"vertical-align: inherit\">Evaluating Large Language Models (LLMs) course. This course will introduce you to the various methods of evaluating Large Language Models (LLMs). Whether you are a data scientist, a machine learning engineer, or even an AI enthusiast, this course will help you gain a deep understanding of the methods of evaluating these models. From the basics of evaluation to practical applications, this course covers everything.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"9:1-9:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"11:1-19:0\">\n<li data-sourcepos=\"11:1-11:120\"><span style=\"vertical-align: inherit\">LLM Assessment Fundamentals: The importance of assessment, the difference between content production and comprehension tasks, and key criteria for assessing different tasks<\/span><\/li>\n<li data-sourcepos=\"12:1-12:104\"><span style=\"vertical-align: inherit\">Evaluating content production tasks: evaluating open-ended responses, using language models to evaluate each other, etc.<\/span><\/li>\n<li data-sourcepos=\"13:1-13:101\"><span style=\"vertical-align: inherit\">Evaluating comprehension tasks: Evaluating embedding, classification, and classifier construction tasks using BERT and GPT<\/span><\/li>\n<li data-sourcepos=\"14:1-14:111\"><span style=\"vertical-align: inherit\">Effective use of assessment criteria: the role of criteria, a review of common criteria, and assessing LLMs using criteria<\/span><\/li>\n<li data-sourcepos=\"15:1-15:97\"><span style=\"vertical-align: inherit\">Exploring the LLM Global Model: Exploring the knowledge stored in LLMs and using them to play games<\/span><\/li>\n<li data-sourcepos=\"16:1-16:79\"><span style=\"vertical-align: inherit\">LLM fine-tuning assessment: fine-tuning objectives, success criteria and practical examples<\/span><\/li>\n<li data-sourcepos=\"17:1-17:114\"><span style=\"vertical-align: inherit\">Case studies: Evaluation of artificial intelligence agents, content generation systems with information retrieval, recommendation engines, etc.<\/span><\/li>\n<li data-sourcepos=\"18:1-19:0\"><span style=\"vertical-align: inherit\">The Future of LLM Assessment: Future Trends in LLM Assessment<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"20:1-20:31\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"22:1-26:0\">\n<li data-sourcepos=\"22:1-22:47\"><span style=\"vertical-align: inherit\">Seeking a deep understanding of large language models<\/span><\/li>\n<li data-sourcepos=\"23:1-23:52\"><span style=\"vertical-align: inherit\">They want to learn how to evaluate these models.<\/span><\/li>\n<li data-sourcepos=\"24:1-24:71\"><span style=\"vertical-align: inherit\">They work in the field of machine learning, natural language processing, or artificial intelligence.<\/span><\/li>\n<li data-sourcepos=\"25:1-26:0\"><span style=\"vertical-align: inherit\">They want to use large language models in various applications.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Evaluating Large Language Models (LLMs) Course Details<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/evaluating-large-language\/9780135451922\/?_gl=1*13uo43b*_ga*MTU4NjE0OTc3OC4xNzEyMjIyNDU3*_ga_092EL089CH*MTczOTcxNjc4OS41MC4xLjE3Mzk3MTY4OTUuNjAuMC4w\" target=\"_blank\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a class=\"author-name\" href=\"https:\/\/downloadlynet.ir\/tag\/sinan-ozdemir\/\"><span style=\"vertical-align: inherit\">Sinan Ozdemir<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 7 hours and 56 minutes<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Introduction<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Evaluating Large Language Models (LLMs): Introduction<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 1: Foundations of LLM Evaluation <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">1.1 Introduction to Evaluation: Why It Matters <\/span><br \/><span style=\"vertical-align: inherit\">1.2 Generative versus Understanding Tasks <\/span><br \/><span style=\"vertical-align: inherit\">1.3 Key Metrics for Common Tasks<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 2: Evaluating Generative Tasks <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">2.1 Evaluating Multiple-Choice Tasks <\/span><br \/><span style=\"vertical-align: inherit\">2.2 Evaluating Free Text Response Tasks <\/span><br \/><span style=\"vertical-align: inherit\">2.3 AIs Supervising AIs: LLM as a Judge<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 3: Evaluating Understanding Tasks <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">3.1 Evaluating Embedding Tasks <\/span><br \/><span style=\"vertical-align: inherit\">3.2 Evaluating Classification Tasks <\/span><br \/><span style=\"vertical-align: inherit\">3.3 Building an LLM Classifier with BERT and GPT<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 4: Using Benchmarks Effectively <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">4.1 The Role of Benchmarks <\/span><br \/><span style=\"vertical-align: inherit\">4.2 Interrogating Common Benchmarks <\/span><br \/><span style=\"vertical-align: inherit\">4.3 Evaluating LLMs with Benchmarks<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 5: Probing LLMs for a World Model <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">5.1 Probing LLMs for Knowledge <\/span><br \/><span style=\"vertical-align: inherit\">5.2 Probing LLMs to Play Games<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 6: Evaluating LLM Fine-Tuning <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">6.1 Fine-Tuning Objectives <\/span><br \/><span style=\"vertical-align: inherit\">6.2 Metrics for Fine-Tuning Success <\/span><br \/><span style=\"vertical-align: inherit\">6.3 Practical Demonstration: Evaluating Fine-Tuning <\/span><br \/><span style=\"vertical-align: inherit\">6.4 Evaluating and Cleaning Data<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 7: Case Studies <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">7.1 Evaluating AI Agents: Task Automation and Tool Integration <\/span><br \/><span style=\"vertical-align: inherit\">7.2 Measuring Retrieval-Augmented Generation (RAG) Systems <\/span><br \/><span style=\"vertical-align: inherit\">7.3 Building and Evaluating a Recommendation Engine Using LLMs <\/span><br \/><span style=\"vertical-align: inherit\">7.4 Using Evaluation to Combat AI Drift <\/span><br \/><span style=\"vertical-align: inherit\">7.5 Time-Series Regression<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 8: Summary of Evaluation and Looking Ahead <\/span><br \/><span style=\"vertical-align: inherit\">Learning objectives <\/span><br \/><span style=\"vertical-align: inherit\">8.1 When and How to Evaluate <\/span><br \/><span style=\"vertical-align: inherit\">8.2 Looking Ahead: Trends in LLM Evaluation<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Summary<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Evaluating Large Language Models (LLMs): Summary<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-964104 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/Evaluating-Large-Language-Models-LLMs.png\" alt=\"Evaluating Large Language Models (LLMs)\" width=\"1263\" height=\"444\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Sample course video<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-154939-1\"><video class=\"wp-video-shortcode\" id=\"video-154939-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Evaluating_Large_Language_Models_LLMs_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" 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href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Oreilly_Evaluating_Large_Language_Models_LLMs_2025-2.part2_Downloadly.ir.rar?nocache=1786113003\"><span style=\"vertical-align: inherit\">Download Part 2 \u2013 831 MB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">1.8 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Evaluating Large Language Models (LLMs) course. This course will introduce you to the various methods of evaluating Large Language Models (LLMs). Wh<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[76439,76440,76441,76442,76443,36625],"class_list":["post-8709","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-evaluating-large-language-models-llms","dgi_tag-download-course-evaluating-large-language-models-llms","dgi_tag-download-evaluating-large-language-models-llms","dgi_tag-free-download-evaluating-large-language-models-llms","dgi_tag-free-evaluating-large-language-models-llms","dgi_tag-sinan-ozdemir"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8709","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8709\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=8709"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=8709"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=8709"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}