{"id":13132,"date":"2026-08-10T10:55:05","date_gmt":"2026-08-10T10:55:05","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-llm-apps-prototyping-model-evaluation-and-improvements-2025-3\/"},"modified":"2026-08-10T10:55:05","modified_gmt":"2026-08-10T10:55:05","slug":"udemy-llm-apps-prototyping-model-evaluation-and-improvements-2025-3","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-llm-apps-prototyping-model-evaluation-and-improvements-2025-3\/","title":{"rendered":"Udemy \u2013 LLM Apps: Prototyping, Model Evaluation, and Improvements 2025-3"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">LLM Apps: Prototyping, Model Evaluation, and Improvements. This course teaches participants how to develop applications based on large language models from prototyping to performance evaluation and optimization. The course focuses on understanding the concepts of prototyping, evaluation, and benchmarking with the aim of unlocking the full potential of these models. Participants will learn the full development stages, from building and selecting models to fine-tuning, testing, and benchmarking using industry-standard tools. Topics include setting up a development environment with Python and VS Code, understanding the principles of AI and machine learning, and selecting the right model for various applications such as natural language processing and computer vision. It also covers using technologies such as retrieval and additive manufacturing to improve the accuracy of outputs, working with the Hugging Face platform, and optimizing models through hyperparameter tuning. The course includes advanced techniques such as cross-validation to prevent overfitting and benchmarking models against standards such as GLUE and CIFAR-10. Participants will be introduced to confusion matrix analysis and metrics such as accuracy and F1 score to evaluate the performance of classification models, and will work with agent-based frameworks such as Autogen and Flowise AI. This course will provide the skills necessary to build efficient and powerful AI applications.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Understanding technology and the landscape of LLM-based applications.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Knowing when to use GEN AI (Generative Artificial Intelligence) and when to use Weak AI (Weak Artificial Intelligence).<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Installing and setting up the tools required to integrate artificial intelligence with standard applications (Standard APP).<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Learn the basics of artificial intelligence in the \u201cIntroduction to AI\u201d module.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">An overview of machine learning types.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Understanding the Data Lifecycle \u2013 How data evolves with your ML model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Introduction to the Foundation Model lifecycle.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Fine tuning of models through data.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Fine tuning of models via prompt.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Fine tuning of models through hyperparameters.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Using Huggingface models for work.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Familiarity with agentic frameworks such as Autogen, Browser User, and Flowise AI.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Understanding RAG and how to assess it.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">LLM assessment using the RAGAs standardization framework.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Understanding the Confusion Matrix including accuracy, recall, and F1 score.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Introduction to the GLUE standardization framework.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Retrain and fine tune a computer vision model.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">AI enthusiasts who are eager to get into LLM prototyping and evaluation.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Developers looking to build and refine advanced AI models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data scientists who want to reliably benchmark AI performance.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Anyone interested in understanding AI model evaluation techniques.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Every software engineer.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Developers.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Artificial intelligence engineers.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Project managers.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Product Owners.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Artificial intelligence test engineers.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course details<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/llm-apps-prototyping-model-evaluation-and-improvements\/?couponCode=KEEPLEARNINGOCTA\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Lecturer: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/dan-andrei-bucureanu\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Dan Andrei Bucureanu<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 5 hours and 53 minutes<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Number of lessons: 69<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1017391 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/11\/LLM-Apps-Prototyping-Model-Evaluation-and-Improvements-1.png\" alt=\"LLM Apps: Prototyping Model Evaluation and Improvements\" width=\"886\" height=\"1023\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">LLM Apps: Prototyping Model Evaluation and Improvements Course Prerequisites<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Some AI Experience<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Experience with Prompting<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Some coding experience with Python<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Laptop able to run VS code and some python apps<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">LLM Api key<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">7-8 hours and it will improve<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1017392 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/11\/LLM-Apps-Prototyping-Model-Evaluation-and-Improvements.png\" alt=\"LLM Apps: Prototyping Model Evaluation and Improvements\" width=\"870\" height=\"416\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" 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-183541-1\"><video class=\"wp-video-shortcode\" id=\"video-183541-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_Downloadly.ir.mp4?nocache=1786174616470\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div dir=\"ltr\" style=\"text-align: left\">\n<h3><span dir=\"auto\" style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Subtitles: None<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<h4 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Downloadly<\/span><\/h4>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part1_Downloadly.ir.rar?nocache=1786174615\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part2_Downloadly.ir.rar?nocache=1786174615\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part3_Downloadly.ir.rar?nocache=1786174615\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 3 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part4_Downloadly.ir.rar?nocache=1786174615\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 4 \u2013 170 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/5b22dae5e03d1eccbe3b7fccff9c40c3\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part1_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 1 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/a6bdab53ba421801110d436d96462e9f\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part2_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/552f51277126472bbdf998ee34a5ece6\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part3_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 3 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/15d2f731922d3889a2380c1b05f93dd2\/Udemy_LLM_Apps_Prototyping_Model_Evaluation_and_Improvements_2025-3.part4_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 4 \u2013 170 MB<\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">3.1 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description LLM Apps: Prototyping, Model Evaluation, and Improvements. This course teaches participants how to develop applications based on large language mode<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[107742,37389,107743,107744,107745,107746],"class_list":["post-13132","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-llm-apps-prototyping-model-evaluation-and-improvements","dgi_tag-dan-andrei-bucureanu","dgi_tag-download-course-llm-apps-prototyping-model-evaluation-and-improvements","dgi_tag-download-llm-apps-prototyping-model-evaluation-and-improvements","dgi_tag-free-download-llm-apps-prototyping-model-evaluation-and-improvements","dgi_tag-free-llm-apps-prototyping-model-evaluation-and-improvements"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/13132","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\/13132\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=13132"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=13132"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=13132"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}