{"id":12884,"date":"2026-08-10T10:51:39","date_gmt":"2026-08-10T10:51:39","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-2025-10\/"},"modified":"2026-08-10T10:51:39","modified_gmt":"2026-08-10T10:51:39","slug":"linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-2025-10","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-2025-10\/","title":{"rendered":"LinkedIn \u2013 Hands-On AI: Build a RAG Model from Scratch with Open Source 2025-10"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\">Description<\/h2>\n<p dir=\"ltr\">Hands-On AI: Build a RAG Model from Scratch with Open Source is a course on how to develop a retrieval-augmented (RAG) model from scratch using open source tools, published by LinkedIn Online Academy. This is a hands-on course that focuses on teaching you how to develop a retrieval-augmented (RAG) model from scratch using open source tools. The course covers all the essential components, including data retrieval, embedding generation, vector databases, and integration with large language models. You will learn how to connect a retriever to a generator, optimize query results, and enhance model performance for real-world AI applications such as chatbots, document assistants, and knowledge-based systems.<\/p>\n<p dir=\"ltr\">This course provides a complete, hands-on approach to building RAG systems using open source frameworks, guiding individuals through data preprocessing, embedding creation, and vector database setup. This course explains how to effectively retrieve relevant context and feed it into language models for accurate, context-aware answers. Students will explore advanced concepts such as rapid optimization, model evaluation, and performance tuning, and gain the skills necessary to design scalable AI systems for information retrieval and question answering. By the end, learners will understand both the theory and practical workflow of building a RAG pipeline from data to deployment using open technologies.<\/p>\n<h3 dir=\"ltr\">What you will learn in Hands-On AI: Build a RAG Model from Scratch with Open Source:<\/h3>\n<ul dir=\"ltr\">\n<li>Generative AI<\/li>\n<li>Retrieval-Augmentative Generation (RAG)<\/li>\n<li>Artificial Intelligence (AI)<\/li>\n<li>Large Language Models (LLM)<\/li>\n<li>and \u2026<\/li>\n<\/ul>\n<h3 dir=\"ltr\">Course specifications<\/h3>\n<p dir=\"ltr\">Publisher: <a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/building-your-english-brain\/?couponCode=ST10MT8624\" target=\"_blank\" rel=\"noopener\"> LinkedIn <\/a><br \/>Instructors: <a dir=\"ltr\" style=\"text-align: right\" href=\"https:\/\/downloadly.net\/tag\/dr-alaa-moussawi\/\" target=\"_blank\" rel=\"noopener\">Dr. Alaa Moussawi<\/a><br \/>Language: English<br \/>Level: Advanced<br \/>Number of Lessons: 24<br \/>Duration: 2h 21m<\/p>\n<h3 dir=\"ltr\">Course topics<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1015306\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Hands-On-AI-Build-a-RAG-Model-from-Scratch-with-Open-Source-Co.png\" alt=\"Hands-On AI Build a RAG Model from Scratch with Open Source Content\" width=\"498\" height=\"523\"><\/p>\n<h3 dir=\"ltr\">Hands-On AI: Build a RAG Model from Scratch with Open Source Prerequisites<\/h3>\n<p dir=\"ltr\">None<\/p>\n<h3 dir=\"ltr\">Pictures<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1015307\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Hands-On-AI-Build-a-RAG-Model-from-Scratch-with-Open-Source.png\" alt=\"Hands-On AI Build a RAG Model from Scratch with Open Source\" width=\"1092\" height=\"430\"><\/p>\n<h3 dir=\"ltr\">Hands-On AI: Build a RAG Model from Scratch with Open Source introduction video<\/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-181898-1\"><video class=\"wp-video-shortcode\" id=\"video-181898-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands_On_AI_Build_a_RAG_Model_from_Scratch_with_Open_Source_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands_On_AI_Build_a_RAG_Model_from_Scratch_with_Open_Source_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands_On_AI_Build_a_RAG_Model_from_Scratch_with_Open_Source_Downloadly.ir.mp4?nocache=1786173976564\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands_On_AI_Build_a_RAG_Model_from_Scratch_with_Open_Source_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<h3 dir=\"ltr\"><span class=\"notranslate\">Installation guide<\/span><\/h3>\n<p dir=\"ltr\">After Extract, watch with your favorite Player.<\/p>\n<p dir=\"ltr\">English subtitle<\/p>\n<p dir=\"ltr\">Quality: 720p<\/p>\n<h3 dir=\"ltr\">Downloadly link<\/h3>\n<p dir=\"ltr\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/LinkedIn_Hands_On_AI_Build_a_RAG_Model_from_Scratch_with_Open_Source_2025-10_Downloadly.ir.rar?nocache=1786173975\">Download \u2013 301 MB<\/a><\/p>\n<h3 dir=\"ltr\">Rapidgator link<\/h3>\n<p dir=\"ltr\"><a href=\"https:\/\/rapidgator.net\/file\/8a2c3213db42a7b65ceb81e121eb828b\/LinkedIn_Hands_On_AI_Build_a_RAG_Model_from_Scratch_with_Open_Source_2025-10_Downloadly.ir.rar.html\">Download \u2013 301 MB<\/a><\/p>\n<h5 dir=\"ltr\">File password (s): <a>www.downloadly.ir<\/a><\/h5>\n<h3 dir=\"ltr\">Size<\/h3>\n<p dir=\"ltr\">301 MB<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Hands-On AI: Build a RAG Model from Scratch with Open Source is a course on how to develop a retrieval-augmented (RAG) model from scratch using open<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[105885,105886,105887,105888,105889,105890,105891,105892,105893],"class_list":["post-12884","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-dr-alaa-moussawi","dgi_tag-hands-on-ai-build-a-rag-model-from-scratch-with-open-source","dgi_tag-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-download","dgi_tag-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-free","dgi_tag-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-free-download","dgi_tag-linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source","dgi_tag-linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-download","dgi_tag-linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-free","dgi_tag-linkedin-hands-on-ai-build-a-rag-model-from-scratch-with-open-source-free-download"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12884","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\/12884\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12884"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12884"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}