{"id":4796,"date":"2026-08-10T09:16:43","date_gmt":"2026-08-10T09:16:43","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-math-and-architectures-of-deep-learning-2024-5\/"},"modified":"2026-08-10T09:16:43","modified_gmt":"2026-08-10T09:16:43","slug":"oreilly-math-and-architectures-of-deep-learning-2024-5","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-math-and-architectures-of-deep-learning-2024-5\/","title":{"rendered":"Oreilly \u2013 Math and Architectures of Deep Learning 2024-5"},"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-c2284233294-154\" style=\"text-align: left\">\n<div class=\"response-container-content ng-tns-c2284233294-154\">\n<div class=\"response-content ng-tns-c2284233294-154\">\n<div class=\"markdown markdown-main-panel\">\n<p data-sourcepos=\"7:1-7:210\"><span style=\"vertical-align: inherit\">Math and Architectures of Deep Learning course. In today\u2019s world, deep learning models are widely used in solving various problems. However, a deep understanding of how these models work is often challenging for engineers. This course will help you to easily understand the complex concepts of deep learning by providing simple explanations and practical examples. This comprehensive and detailed training course examines the mathematical concepts and architectures behind deep learning models. By participating in this course, you can better understand the performance of deep learning models and optimize them. In a nutshell, this course will help you open the deep learning black box and gain a deep understanding of how it works.<\/span><\/p>\n<h3 data-sourcepos=\"9:1-9:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul data-sourcepos=\"11:1-17:0\">\n<li data-sourcepos=\"11:1-11:63\"><span style=\"vertical-align: inherit\">The relationship between mathematical concepts, theory and programming in deep learning<\/span><\/li>\n<li data-sourcepos=\"12:1-12:60\"><span style=\"vertical-align: inherit\">Linear algebra, vector calculus and multivariate statistics for deep learning<\/span><\/li>\n<li data-sourcepos=\"13:1-13:22\"><span style=\"vertical-align: inherit\">The structure of neural networks<\/span><\/li>\n<li data-sourcepos=\"14:1-14:56\"><span style=\"vertical-align: inherit\">Implementation of deep learning architectures with Python and Python<\/span><\/li>\n<li data-sourcepos=\"31:1-31:54\"><span style=\"vertical-align: inherit\">Design and implement your own deep learning models.<\/span><\/li>\n<li data-sourcepos=\"32:1-32:66\"><span style=\"vertical-align: inherit\">Diagnose and troubleshoot problems with deep learning models.<\/span><\/li>\n<li data-sourcepos=\"33:1-34:0\"><span style=\"vertical-align: inherit\">Understand the latest research in deep learning and apply it to your projects.<\/span><\/li>\n<li data-sourcepos=\"15:1-15:35\"><span style=\"vertical-align: inherit\">Fixed problems with models with poor performance<\/span><\/li>\n<li data-sourcepos=\"16:1-17:0\"><span style=\"vertical-align: inherit\">Practical and downloadable codes in the form of Jupyter notebooks<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"18:1-18:31\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul data-sourcepos=\"20:1-22:0\">\n<li data-sourcepos=\"20:1-20:43\"><span style=\"vertical-align: inherit\">They are familiar with Python programming language.<\/span><\/li>\n<li data-sourcepos=\"21:1-22:0\"><span style=\"vertical-align: inherit\">They know the basic concepts of algebra and arithmetic.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3 style=\"text-align: left\" data-sourcepos=\"5:1-5:368\"><span style=\"vertical-align: inherit\">Course details<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/math-and-architectures\/9781617296482AU\/\/\" target=\"_blank\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Teacher: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/krishnendu-chaudhury\/\"><span style=\"vertical-align: inherit\">Krishnendu Chaudhury<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 17 hours and 14 minutes<\/span><\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 1. An overview of machine learning and deep learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 2. Vectors, matrices, and tensors in machine learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 3. Classifiers and vector calculus<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 4. Linear algebraic tools in machine learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 5. Probability distributions in machine learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 6. Bayesian tools for machine learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 7. Function approximation: How neural networks model the world<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 8. Training neural networks: Forward propagation and backpropagation<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 9. Loss, optimization, and regularization<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 10. Convolutions in neural networks<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 11. Neural networks for image classification and object detection<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 12. Manifolds, homeomorphism, and neural networks<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 13. Fully Bayes model parameter estimation<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 14. Latent space and generative modeling, autoencoders, and variational autoencoders<\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-918252 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/08\/Math-and-Architectures-of-Deep-Learning.jpg\" alt=\"Math and Architectures of Deep Learning\" width=\"994\" height=\"383\"><\/h3>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Sample video of the course<\/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-134161-1\"><video class=\"wp-video-shortcode\" id=\"video-134161-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Math_and_Architectures_of_Deep_Learning_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Math_and_Architectures_of_Deep_Learning_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Math_and_Architectures_of_Deep_Learning_Downloadly.ir.mp4?nocache=1786102315661\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Math_and_Architectures_of_Deep_Learning_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\">Subtitle: None<\/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:\/\/dl.downloadly.ir\/Files\/Elearning\/Oreilly_Math_and_Architectures_of_Deep_Learning_2024-5.part1_Downloadly.ir.rar?nocache=1786102314\"><span style=\"vertical-align: inherit\">Download part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Oreilly_Math_and_Architectures_of_Deep_Learning_2024-5.part2_Downloadly.ir.rar?nocache=1786102314\"><span style=\"vertical-align: inherit\">Download part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Oreilly_Math_and_Architectures_of_Deep_Learning_2024-5.part3_Downloadly.ir.rar?nocache=1786102314\"><span style=\"vertical-align: inherit\">Download part 3 \u2013 337 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\">Size<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.3 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Math and Architectures of Deep Learning course. In today\u2019s world, deep learning models are widely used in solving various problems. However, a deep <\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[49718,49719,49720,49721,49722,49723],"class_list":["post-4796","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-math-and-architectures-of-deep-learning","dgi_tag-download-course-math-and-architectures-of-deep-learning","dgi_tag-download-math-and-architectures-of-deep-learning","dgi_tag-free-download-math-and-architectures-of-deep-learning","dgi_tag-free-math-and-architectures-of-deep-learning","dgi_tag-krishnendu-chaudhury"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/4796","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\/4796\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=4796"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=4796"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=4796"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}