{"id":9086,"date":"2026-08-10T10:03:27","date_gmt":"2026-08-10T10:03:27","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-mathematics-for-machine-learning-and-llms-2025-3\/"},"modified":"2026-08-10T10:03:27","modified_gmt":"2026-08-10T10:03:27","slug":"udemy-mathematics-for-machine-learning-and-llms-2025-3","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-mathematics-for-machine-learning-and-llms-2025-3\/","title":{"rendered":"Udemy \u2013 Mathematics for Machine Learning and LLMs 2025-3"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\">Description<\/h2>\n<p dir=\"ltr\">Mathematics for Machine Learning and LLMs is a course on the essential mathematical foundations for understanding machine learning and large language models (LLMs) published by Udemy Online Academy. This course provides a deep dive into the essential mathematical foundations for understanding machine learning and large language models (LLMs). It covers key concepts such as linear algebra, calculus, probability, and optimization that form the backbone of artificial intelligence algorithms. Individuals learn about vector spaces, eigenvalues, gradient descent, backpropagation, and probabilistic models to understand how machine learning models learn from data.<\/p>\n<p dir=\"ltr\">This program is designed to fill the gaps for individuals who missed these key concepts as part of their formal education, or who need to catch up after a long break from studying mathematics. This course is not designed to make you a mathematician, but it provides a practical approach to working with data and focuses on key mathematical concepts that you will encounter in machine learning studies. The course also explores matrix operations, statistics, and information theory to understand LLM architectures, embeddings, and attention mechanisms. Upon completion of the course, individuals will be equipped to understand and use mathematical concepts to analyze and develop machine learning models, including large language models.<\/p>\n<h3 dir=\"ltr\">What you will learn in Mathematics for Machine Learning and LLMs:<\/h3>\n<ul dir=\"ltr\">\n<li>Machine Learning Mathematics<\/li>\n<li>Linear Algebra, Statistics, Probability, and Computation for Machine Learning<\/li>\n<li>How Algorithms Work<\/li>\n<li>How Algorithms Are Parameterized<\/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\/mathematics-for-machine-learning-and-llms\/\" target=\"_blank\" rel=\"noopener\"> Udemy <\/a><br \/>Instructors: Michel Janos<br \/>Language: English<br \/>Level: Intermediate<br \/>Number of Lessons: 134<br \/>Duration: 15 hours and 28 minutes<\/p>\n<h3 dir=\"ltr\">Course topics<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-969955\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/03\/Mathematics-for-Machine-Learning-and-LLMs-Co.png\" alt=\"Mathematics for Machine Learning and LLMs Content\" width=\"712\" height=\"1574\"><\/p>\n<h3 dir=\"ltr\">Mathematics for Machine Learning and LLMs Prerequisites<\/h3>\n<p dir=\"ltr\">Basic notions of machine learning<\/p>\n<h3 dir=\"ltr\">Pictures<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-969956\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/03\/Mathematics-for-Machine-Learning-and-LLMs.png\" alt=\"Mathematics for Machine Learning and LLMs\" width=\"699\" height=\"213\"><\/p>\n<h3 dir=\"ltr\">Mathematics for Machine Learning and LLMs 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-158126-1\"><video class=\"wp-video-shortcode\" id=\"video-158126-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Mathematics_for_Machine_Learning_and_LLMs_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Mathematics_for_Machine_Learning_and_LLMs_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Mathematics_for_Machine_Learning_and_LLMs_Downloadly.ir.mp4?nocache=1786114235775\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Mathematics_for_Machine_Learning_and_LLMs_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\">Subtitle: None<\/p>\n<p dir=\"ltr\">Quality: 1080p<\/p>\n<h3 dir=\"ltr\">Download link<\/h3>\n<p dir=\"ltr\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Udemy_Mathematics_for_Machine_Learning_and_LLMs_2025-2.part1_Downloadly.ir.rar?nocache=1786114231\">Download Part 1 \u2013 1 GB<\/a><\/p>\n<p dir=\"ltr\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Udemy_Mathematics_for_Machine_Learning_and_LLMs_2025-2.part2_Downloadly.ir.rar?nocache=1786114231\">Download Part 2 \u2013 638 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\">1.6 GB<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Mathematics for Machine Learning and LLMs is a course on the essential mathematical foundations for understanding machine learning and large languag<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[79022,79023,79024,79025,79026,79027,79028,79029,79030],"class_list":["post-9086","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-mathematics-for-machine-learning-and-llms","dgi_tag-mathematics-for-machine-learning-and-llms-download","dgi_tag-mathematics-for-machine-learning-and-llms-free","dgi_tag-mathematics-for-machine-learning-and-llms-free-download","dgi_tag-michel-janos","dgi_tag-udemy-mathematics-for-machine-learning-and-llms","dgi_tag-udemy-mathematics-for-machine-learning-and-llms-download","dgi_tag-udemy-mathematics-for-machine-learning-and-llms-free","dgi_tag-udemy-mathematics-for-machine-learning-and-llms-free-download"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/9086","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\/9086\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=9086"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=9086"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=9086"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}