{"id":11777,"date":"2026-08-10T10:36:51","date_gmt":"2026-08-10T10:36:51","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-a-deep-understanding-of-ai-large-language-model-mechanisms-2025-11\/"},"modified":"2026-08-10T10:36:51","modified_gmt":"2026-08-10T10:36:51","slug":"udemy-a-deep-understanding-of-ai-large-language-model-mechanisms-2025-11","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-a-deep-understanding-of-ai-large-language-model-mechanisms-2025-11\/","title":{"rendered":"Udemy \u2013 A deep understanding of AI large language model mechanisms 2025-11"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<p>&nbsp;<\/p>\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\"><strong>A deep understanding of AI large language model mechanisms<\/strong>. This intensive course, with over 90 hours of instruction, takes a close look at large language models (LLMs) such as ChatGPT, GPT-4, GPT-5, Claude, Gemini, and LLaMA. Unlike typical courses that only teach the application of these models, this course provides an in-depth analysis of their mechanisms using machine learning methods and mechanical interpretation capabilities. Topics include transformer architecture, self-attention mechanisms, embeddings, training pipelines, and inference strategies, presented with practical Python and PyTorch code. This course is designed for researchers, engineers, and advanced learners who want to go beyond using the API as a \u201cblack box.\u201d Participants will learn the full architecture of LLMs, the mathematics of attention mechanisms, the training process, fine-tuning, prompt engineering, evaluation metrics, and inference techniques. It also examines the limitations and biases of LLMs, interpretability, ethical considerations, and responsible AI. Practical implementations with PyTor, principal component analysis, high-dimensional clustering, and advanced applications of cosine similarity are also covered. This course provides a comprehensive foundation for building transformers from scratch, tuning existing models, or understanding the mathematics and engineering behind generative AI.<\/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\">Large Language Model (LLM) architectures, including GPT (from OpenAI) and BERT.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Transformer blocks.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Attention algorithm.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">PyTorch.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">LLM pre-training.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Explainable AI.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Mechanistic Interpretability.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Machine learning.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Deep learning.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Principal components analysis.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">High-dimensional clustering.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Dimension reduction.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Advanced applications of cosine similarity.<\/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\">Machine learning engineers and data scientists.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Artificial intelligence researchers and natural language processing experts.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Software developers interested in deep learning and generative artificial intelligence.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Graduate students or self-taught learners with intermediate Python skills and basic machine learning knowledge.<\/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\">Scientists interested in modern autoregressive modeling.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Natural language processing enthusiasts.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Students taking a machine learning or data science course.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Undergraduate students interested in large language models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Machine learning or data science specialists.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Researchers in the field of explainable artificial intelligence.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course details A deep understanding of AI large language model mechanisms<\/span><\/h3>\n<ul>\n<li>Publisher : <a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/dullms_x\/\" target=\"_blank\" rel=\"noopener\">Udemy<\/a><\/li>\n<li>Teacher : <a href=\"https:\/\/downloadlynet.ir\/tag\/mike-x-cohen\">Mike X Cohen<\/a><\/li>\n<li>Language: English<\/li>\n<li>Level : All Levels<\/li>\n<li>Lectures : 329<\/li>\n<li>Duration : 91 hours and 3 minutes<\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course Content<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1019926\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/11\/A-deep-understanding-of-AI-large-language-model-mechanisms.c.jpeg\" alt=\"A deep understanding of AI large language model mechanisms\" width=\"705\" height=\"2320\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course Prerequisites A deep understanding of AI large language model mechanisms<\/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\">Motivation to learn about large language models and AI<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Experience with coding is helpful but not necessary<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Familiarity with machine learning is helpful but not necessary<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Basic linear algebra is helpful<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Deep learning, including gradient descent, is helpful but not necessary<\/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 size-full wp-image-1019927\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/11\/A-deep-understanding-of-AI-large-language-model-mechanisms.d.jpeg\" alt=\"A deep understanding of AI large language model mechanisms\" width=\"705\" height=\"286\"><\/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-173486-1\"><video class=\"wp-video-shortcode\" id=\"video-173486-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/A_deep_understanding_of_AI_large_language_model_mechanisms_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/A_deep_understanding_of_AI_large_language_model_mechanisms_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/A_deep_understanding_of_AI_large_language_model_mechanisms_Downloadly.ir.mp4?nocache=1786141644746\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/A_deep_understanding_of_AI_large_language_model_mechanisms_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: English<\/span><\/p>\n<p><span dir=\"auto\" style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<p><strong>Changes:<\/strong><\/p>\n<p>Version 2025\/8 compared to 2025\/6 has increased the number of lessons by 1 and decreased the duration by 5 hours and 14 minutes. English subtitles have also been added to the course.<\/p>\n<\/div>\n<p>The 2025\/11 version the duration has decreased by 1 hours 46 minutes compared to 2025\/8.<\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part01.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 1 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part02.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part03.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 3 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part04.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 4 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part05.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 5 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part06.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 6 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part07.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 7 \u2013 8 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/Udemy_A_deep_understanding_of_AI_large_language_model_mechanisms_2025-11_Downloadly.ir.part08.rar?nocache=1786141643\" target=\"_blank\" rel=\"noopener\">Download Part 8 \u2013 7.22 GB<\/a><\/p>\n<h5 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/h5>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p>63.22 GB<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; Description A deep understanding of AI large language model mechanisms. This intensive course, with over 90 hours of instruction, takes a close look at l<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[97832,97833,97834,97835,97836,97837,22049],"class_list":["post-11777","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-a-deep-understanding-of-ai-large-language-model-mechanisms","dgi_tag-course-a-deep-understanding-of-ai-large-language-model-mechanisms","dgi_tag-download-a-deep-understanding-of-ai-large-language-model-mechanisms","dgi_tag-download-course-a-deep-understanding-of-ai-large-language-model-mechanisms","dgi_tag-free-a-deep-understanding-of-ai-large-language-model-mechanisms","dgi_tag-free-download-a-deep-understanding-of-ai-large-language-model-mechanisms","dgi_tag-mike-x-cohen"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/11777","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\/11777\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=11777"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=11777"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=11777"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}