{"id":3781,"date":"2026-08-10T09:07:44","date_gmt":"2026-08-10T09:07:44","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-designing-deep-learning-systems-video-edition-2023-6\/"},"modified":"2026-08-10T09:07:44","modified_gmt":"2026-08-10T09:07:44","slug":"oreilly-designing-deep-learning-systems-video-edition-2023-6","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-designing-deep-learning-systems-video-edition-2023-6\/","title":{"rendered":"Oreilly \u2013 Designing Deep Learning Systems, Video Edition 2023-6"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p data-sourcepos=\"5:1-5:208\"><span style=\"vertical-align: inherit\">Designing Deep Learning Systems Video Edition course. In this training course, you will learn how to design and implement deep learning systems. These systems provide the necessary platforms and infrastructure to support deep learning models in production environments. This course is specifically designed for software engineers who have little knowledge of deep learning design requirements. The course is full of practical examples that will help you transfer your software development skills to building these deep learning platforms. You will learn how to build automated and scalable services for core tasks such as dataset management, model training and rendering, and hyperparameter tuning. This course is a great way to enter an exciting and rewarding career as a deep learning engineer.<\/span><\/p>\n<h3 class=\"\" data-sourcepos=\"13:1-13:24\"><span style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul data-sourcepos=\"15:1-15:34\">\n<li data-sourcepos=\"15:1-15:34\"><span style=\"vertical-align: inherit\">Transfer your software development skills to deep learning systems<\/span><\/li>\n<li data-sourcepos=\"16:1-16:63\"><span style=\"vertical-align: inherit\">Identify and solve common engineering challenges for deep learning systems<\/span><\/li>\n<li data-sourcepos=\"17:1-17:29\"><span style=\"vertical-align: inherit\">Understanding the deep learning development cycle<\/span><\/li>\n<li data-sourcepos=\"18:1-18:54\"><span style=\"vertical-align: inherit\">Automating training for models in TensorFlow and PyTorch<\/span><\/li>\n<li data-sourcepos=\"19:1-19:70\"><span style=\"vertical-align: inherit\">Optimizing dataset management, training, model presentation and hyperparameter tuning<\/span><\/li>\n<li data-sourcepos=\"20:1-21:0\"><span style=\"vertical-align: inherit\">Choosing the right open source project for your platform<\/span><\/li>\n<\/ul>\n<h3 class=\"\" data-sourcepos=\"22:1-22:31\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul data-sourcepos=\"24:1-27:0\">\n<li data-sourcepos=\"24:1-24:48\"><span style=\"vertical-align: inherit\">Software engineers with little knowledge of deep learning<\/span><\/li>\n<li data-sourcepos=\"25:1-25:71\"><span style=\"vertical-align: inherit\">Interested in learning how to design and implement deep learning systems<\/span><\/li>\n<li data-sourcepos=\"26:1-27:0\"><span style=\"vertical-align: inherit\">People looking to enter a high-paying career as a deep learning engineer<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"11:1-11:29\"><span style=\"vertical-align: inherit\">Designing Deep Learning Systems Video Edition Course Characteristics<\/span><\/h3>\n<ul>\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/designing-deep-learning\/9781633439863VE\/\/\/\/\/\/\/\/\/\/\/\/\/\/\/\" target=\"_blank\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/chi-wang\/\"><span style=\"vertical-align: inherit\">Chi Wang<\/span><\/a><span style=\"vertical-align: inherit\"> , <a href=\"https:\/\/downloadlynet.ir\/tag\/donald-szeto\/\">Donald Szeto<\/a><\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 11 hours 57 minutes<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. An introduction to deep learning systems<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. Deep learning system design overview<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. Building a deep learning system vs. developing a model<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. Dataset management service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. Touring a sample dataset management service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. Open source approaches<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Model training service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Deep learning training code pattern<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. A sample model training service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Kubeflow training operators: An open source approach<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. When to use the public cloud<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Distributed training<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Data parallelism<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. A sample service supporting data parallel\u2013distributed training<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Training large models that can\u2019t load on one GPU<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Hyperparameter optimization service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Understanding hyperparameter optimization<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Designing an HPO service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Open source HPO libraries<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Model serving design<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Common model serving strategies<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Designing a prediction service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Model serving in practice<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. TorchServe model server sample<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Model server vs. model service<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Touring open source model serving tools<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Releasing models<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Postproduction model monitoring<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Metadata and artifact store<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Metadata in a deep learning context<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Designing a metadata and artifacts store<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Open source solutions<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Workflow orchestration<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Designing a workflow orchestration system<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Touring open source workflow orchestration systems<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 10. Path to production<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 10. Model productionization<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 10. Model deployment strategies<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 10. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix A. A \u201chello world\u201d deep learning system<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix A. Lab demo<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix B. Survey of existing solutions<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix B. Google Vertex AI<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix B. Microsoft Azure Machine Learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix B. Kubeflow<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix B. Side-by-side comparison<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. Creating an HPO service with Kubeflow Katib<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. Getting started with Katib<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. Expedite HPO<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. Katib system design<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. Adding a new algorithm<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. Further reading<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Appendix C. When to use it<\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Images of Designing Deep Learning Systems Video Edition course<\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-907460 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/06\/Designing-Deep-Learning-Systems-Video-Edition.jpg\" alt=\"Designing Deep Learning Systems Video Edition\" width=\"1153\" height=\"371\"><\/p>\n<h3><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-128781-1\"><video class=\"wp-video-shortcode\" id=\"video-128781-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Designing_Deep_Learning_Systems_Video_Edition_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Designing_Deep_Learning_Systems_Video_Edition_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Designing_Deep_Learning_Systems_Video_Edition_Downloadly.ir.mp4?nocache=1786099467607\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Designing_Deep_Learning_Systems_Video_Edition_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>\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><span style=\"vertical-align: inherit\">download link<\/span><\/h3>\n<p><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Oreilly_Designing_Deep_Learning_Systems_Video_Edition_2023-6.part1_Downloadly.ir.rar?nocache=1786099466\"><span style=\"vertical-align: inherit\">Download part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Oreilly_Designing_Deep_Learning_Systems_Video_Edition_2023-6.part2_Downloadly.ir.rar?nocache=1786099466\"><span style=\"vertical-align: inherit\">Download part 2 \u2013 547 MB<\/span><\/a><\/p>\n<p><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3><span style=\"vertical-align: inherit\">Size<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">1.5 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Designing Deep Learning Systems Video Edition course. In this training course, you will learn how to design and implement deep learning systems. The<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[42462,42463,42464,42465,42466,42467,42468],"class_list":["post-3781","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-chi-wang","dgi_tag-course-designing-deep-learning-systems-video-edition","dgi_tag-donald-szeto","dgi_tag-download-course-designing-deep-learning-systems-video-edition","dgi_tag-download-designing-deep-learning-systems-video-edition","dgi_tag-free-designing-deep-learning-systems-video-edition","dgi_tag-free-download-designing-deep-learning-systems-video-edition"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/3781","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\/3781\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=3781"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=3781"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=3781"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}