{"id":12816,"date":"2026-08-10T10:50:39","date_gmt":"2026-08-10T10:50:39","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/linkedin-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv-2025-5\/"},"modified":"2026-08-10T10:50:39","modified_gmt":"2026-08-10T10:50:39","slug":"linkedin-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv-2025-5","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/linkedin-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv-2025-5\/","title":{"rendered":"LinkedIn \u2013 Hands-On AI: Computer Vision Projects with Ultralytics and OpenCV 2025-5"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\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\">Course 9 Hands-On AI: Computer Vision Projects with Ultralytics and OpenCV. This fully hands-on, project-based course teaches computer vision algorithms from the YOLO family using the Ultralytics and OpenCV libraries to solve real-world problems. The course provides a comprehensive overview of the YOLO architecture, covering essential topics such as image classification, object detection and tracking, sample segmentation, state estimation, and directional bounding boxes. Instructor Mohammad Munawar walks you through the critical processes, from data annotation and model training to exporting and optimizing for maximum inference speed, in a step-by-step, hands-on manner. The course also demonstrates how to apply Ultralytics solutions to practical challenges in machine vision, along with detailed technical implementation examples, so that participants can gain the skills needed to develop powerful, practical applications.<\/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\">Introduction to Ultralytics and OpenCV package:<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Introduction to Computer Vision and OpenCV.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Basic OpenCV operations on images.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Introducing the Ultralytics Python package.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">How to use the Ultralytics package using Python.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data annotation and YAML:<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">How to annotate data using Label Studio.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">What are YAML Dataset files and how are they created?<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Different Ultralytics tasks and modes:<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Overview of Ultralytics tasks and modes.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training an object recognition and inference model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Automatic annotation of recognition data in segmentation format.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training and inference for an image segmentation model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">How to use the Pose Estimation Model.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">And\u2026<\/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\">AI enthusiasts looking for hands-on experience in machine vision projects.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Engineers and developers who want to use YOLO and Ultralytics algorithms for object detection and tracking.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data scientists who want to train and export machine vision models.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Students and researchers seeking a deep understanding of machine vision techniques (such as segmentation and state estimation).<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Anyone who wants to learn practical Ultralytics solutions to solve real-world problems.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Those looking to optimize inference time using model export capabilities.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course Details Hands-On AI: Computer Vision Projects with Ultralytics and OpenCV<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.linkedin.com\/learning\/hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">LinkedIn<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/rizwan-munawar\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Rizwan Munawar<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Education level: Intermediate<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 3 hours and 34 minutes<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1014308 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Hands-On-AI-Computer-Vision-Projects-with-Ultralytics-and-OpenCV.png\" alt=\"Hands-On AI: Computer Vision Projects with Ultralytics and OpenCV\" width=\"441\" height=\"460\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1014307 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/10\/Hands-On-AI-Computer-Vision-Projects-with-Ultralytics-and-OpenCV-1.png\" alt=\"Hands-On AI: Computer Vision Projects with Ultralytics and OpenCV\" width=\"1144\" height=\"197\"><\/p>\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-181391-1\"><video class=\"wp-video-shortcode\" id=\"video-181391-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_Downloadly.ir.mp4?nocache=1786173782780\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_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<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<h4 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Downloadly<\/span><\/h4>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/LinkedIn_Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_2025-5.part1_Downloadly.ir.rar?nocache=1786173781\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl4.downloadly.ir\/Files\/Elearning\/LinkedIn_Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_2025-5.part2_Downloadly.ir.rar?nocache=1786173781\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 644 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/42e8d0bf35d78678496076fc43771f40\/LinkedIn_Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_2025-5.part1_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 1 \u2013 1 GB<\/a><\/p>\n<p><a href=\"https:\/\/rapidgator.net\/file\/39d2bbc17f8770df7affadb3b8c1acb6\/LinkedIn_Hands-On_AI_Computer_Vision_Projects_with_Ultralytics_and_OpenCV_2025-5.part2_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 644 MB<\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">1.6 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Course 9 Hands-On AI: Computer Vision Projects with Ultralytics and OpenCV. This fully hands-on, project-based course teaches computer vision algori<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[105426,105427,105428,105429,105430,105431],"class_list":["post-12816","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv","dgi_tag-download-course-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv","dgi_tag-download-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv","dgi_tag-free-download-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv","dgi_tag-free-hands-on-ai-computer-vision-projects-with-ultralytics-and-opencv","dgi_tag-rizwan-munawar"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12816","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\/12816\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12816"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12816"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12816"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}