{"id":8645,"date":"2026-08-10T09:58:21","date_gmt":"2026-08-10T09:58:21","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/linkedin-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications-2025-2\/"},"modified":"2026-08-10T09:58:21","modified_gmt":"2026-08-10T09:58:21","slug":"linkedin-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications-2025-2","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/linkedin-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications-2025-2\/","title":{"rendered":"LinkedIn \u2013 Foundational Math for Generative AI: Understanding LLMs and Transformers through Practical Applications 2025-2"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<div class=\"presented-response-container ng-tns-c4159110893-36\" style=\"text-align: left\">\n<div class=\"response-container-content ng-tns-c4159110893-36\">\n<div class=\"response-content ng-tns-c4159110893-36\">\n<div class=\"markdown markdown-main-panel tutor-markdown-rendering response-optimization stronger\">\n<p data-sourcepos=\"8:1-8:460\"><span style=\"vertical-align: inherit\">Foundational Math for Generative AI: Understanding LLMs and Transformers through Practical Applications. This course will help you gain a deep understanding of the generative AI models used in today\u2019s most advanced AI applications. Rather than just learning how to use large language models like BERT or GPT, we\u2019ll delve into the mathematical foundations of these models. The course starts by teaching sentiment analysis using simple recurrent neural networks (RNNs) and then deepens your understanding by exploring attention mechanisms, transformers, and more advanced models.<\/span><\/p>\n<h3 data-sourcepos=\"10:1-10:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul data-sourcepos=\"12:1-18:0\">\n<li data-sourcepos=\"12:1-12:87\"><span style=\"vertical-align: inherit\">Mathematics and Generative Artificial Intelligence: Understand the connection between mathematical concepts and generative artificial intelligence.<\/span><\/li>\n<li data-sourcepos=\"13:1-13:102\"><span style=\"vertical-align: inherit\">Large Language Models: Get to know large language models like BERT and GPT and understand how they work.<\/span><\/li>\n<li data-sourcepos=\"14:1-14:80\"><span style=\"vertical-align: inherit\">Attention Mechanisms: Understand the importance of attention mechanisms in natural language processing.<\/span><\/li>\n<li data-sourcepos=\"15:1-15:95\"><span style=\"vertical-align: inherit\">Transformers: Learn about the architecture of transformers and understand why they are superior to RNNs.<\/span><\/li>\n<li data-sourcepos=\"16:1-16:84\"><span style=\"vertical-align: inherit\">Fine-tuning models: Learn methods for fine-tuning pre-trained models.<\/span><\/li>\n<li data-sourcepos=\"17:1-18:0\"><span style=\"vertical-align: inherit\">Advanced techniques: Learn about new techniques like LoRA.<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"19:1-19:32\"><span style=\"vertical-align: inherit\">Who is this course suitable for?<\/span><\/h3>\n<ul>\n<li data-sourcepos=\"20:1-20:248\"><span style=\"vertical-align: inherit\">This course is suitable for people who want to gain a deep understanding of the mathematical foundations of generative AI and be able to build more efficient AI models. It will also be useful for people who want to work in the field of natural language processing and machine learning.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course specifications Foundational Math for Generative AI: Understanding LLMs and Transformers through Practical Applications<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.linkedin.com\/learning\/foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">LinkedIn<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/axel-sirota\/\"><span style=\"vertical-align: inherit\">Axel Sirota<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Education level: Intermediate<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 3 hours and 23 minutes<\/span><\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<p style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-963453 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/Foundational-Math-for-Generative-AI-Understanding-LLMs-and-Transformers-through-Practical-Applications.png\" alt=\"Foundational Math for Generative AI: Understanding LLMs and Transformers through Practical Applications\" width=\"455\" height=\"409\"><\/p>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<p style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-963452 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/Foundational-Math-for-Generative-AI-Understanding-LLMs-and-Transformers-through-Practical-Applications-1.png\" alt=\"Foundational Math for Generative AI: Understanding LLMs and Transformers through Practical Applications\" width=\"1230\" height=\"197\"><\/p>\n<h3 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-154589-1\"><video class=\"wp-video-shortcode\" id=\"video-154589-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Foundational_Math_for_Generative_AI_Understanding_LLMs_and_Transformers_through_Practical_Applications_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Foundational_Math_for_Generative_AI_Understanding_LLMs_and_Transformers_through_Practical_Applications_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Foundational_Math_for_Generative_AI_Understanding_LLMs_and_Transformers_through_Practical_Applications_Downloadly.ir.mp4?nocache=1786112850626\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Foundational_Math_for_Generative_AI_Understanding_LLMs_and_Transformers_through_Practical_Applications_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 style=\"text-align: left\">\n<h3><span style=\"vertical-align: inherit\">Installation Guide<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">After Extract, view with your favorite player.<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Subtitles: English<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/LinkedIn_Foundational_Math_for_Generative_AI_Understanding_LLMs_and_Transformers_through_Practical_Applications_2025-2_Downloadly.ir.rar?nocache=1786112849\"><span style=\"vertical-align: inherit\">Download file \u2013 304 MB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">304 MB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Foundational Math for Generative AI: Understanding LLMs and Transformers through Practical Applications. This course will help you gain a deep under<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[35698,76040,76041,76042,76043,76044],"class_list":["post-8645","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-axel-sirota","dgi_tag-course-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications","dgi_tag-download-course-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications","dgi_tag-download-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications","dgi_tag-free-download-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications","dgi_tag-free-foundational-math-for-generative-ai-understanding-llms-and-transformers-through-practical-applications"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8645","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\/8645\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=8645"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=8645"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=8645"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}