{"id":8602,"date":"2026-08-10T09:57:52","date_gmt":"2026-08-10T09:57:52","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/coursera-machine-learning-in-production-2025-2\/"},"modified":"2026-08-10T09:57:52","modified_gmt":"2026-08-10T09:57:52","slug":"coursera-machine-learning-in-production-2025-2","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/coursera-machine-learning-in-production-2025-2\/","title":{"rendered":"Coursera \u2013 Machine Learning in Production 2025-2"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2>Descriptions<\/h2>\n<p>Machine Learning in Production, In this Machine Learning in Production course, you will build intuition about designing a production ML system end-to-end: project scoping, data needs, modeling strategies, and deployment patterns and technologies. You will learn strategies for addressing common challenges in production like establishing a model baseline, addressing concept drift, and performing error analysis. You\u2019ll follow a framework for developing, deploying, and continuously improving a productionized ML application.<\/p>\n<p>Understanding machine learning and deep learning concepts is essential, but if you\u2019re looking to build an effective AI career, you need experience preparing your projects for deployment as well. Machine learning engineering for production combines the foundational concepts of machine learning with the skills and best practices of modern software development necessary to successfully deploy and maintain ML systems in real-world environments.<\/p>\n<h3>What you\u2019ll learn<\/h3>\n<ul>\n<li>Identify key components of the ML project lifecycle, pipeline &amp; select the best deployment &amp; monitoring patterns for different production scenarios.<\/li>\n<li>Optimize model performance and metrics by prioritizing disproportionately important examples that represent key slices of a dataset.<\/li>\n<li>Solve production challenges regarding structured, unstructured, small, and big data, how label consistency is essential, and how you can improve it.<\/li>\n<\/ul>\n<h3>Who this course is for<\/h3>\n<ul>\n<li>The Machine Learning in Production course is for early-career machine learning practitioners or software engineers looking to gain practical knowledge of how to formulate a reproducible, traceable, and verifiable machine learning project for production.<\/li>\n<\/ul>\n<h3>Specificatoin of Machine Learning in Production<\/h3>\n<ul>\n<li>Publisher : <a href=\"https:\/\/href.li\/?https:\/\/www.coursera.org\/learn\/introduction-to-machine-learning-in-production\" target=\"_blank\" rel=\"noopener\">Coursera<\/a><\/li>\n<li>Teacher : <a href=\"https:\/\/downloadlynet.ir\/tag\/andrew-ng\">Andrew Ng<\/a><\/li>\n<li>Language : English<\/li>\n<li>Level : Intermediate<\/li>\n<li>Number of Course : 3<\/li>\n<li>Duration : Approx. 11 hours<\/li>\n<\/ul>\n<h3>Content of Machine Learning in Production<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-963059\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/Machine-Learning-in-Production.c.jpeg\" alt=\"Machine Learning in Production\" width=\"890\" height=\"307\"><\/p>\n<h3>Requirements<\/h3>\n<ul dir=\"ltr\">\n<li data-text-variant=\"body1\">Some knowledge of AI \/ deep learning<\/li>\n<li data-text-variant=\"body1\">Intermediate Python skills<\/li>\n<li data-text-variant=\"body1\">Experience with any deep learning framework (PyTorch, Keras, or TensorFlow)<\/li>\n<\/ul>\n<h3>Pictures<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-963060\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/02\/Machine-Learning-in-Production.d.jpeg\" alt=\"Machine Learning in Production\" width=\"798\" height=\"245\"><\/p>\n<h3>Sample Clip<\/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-154332-1\"><video class=\"wp-video-shortcode\" id=\"video-154332-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_in_Production_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_in_Production_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_in_Production_Downloadly.ir.mp4?nocache=1786112696967\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_in_Production_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>Installation Guide<\/h3>\n<p>Extract the files and watch with your favorite player<\/p>\n<p>Subtitle : English<\/p>\n<p>Quality: 720p<\/p>\n<h3>Download Links<\/h3>\n<p><a href=\"https:\/\/dl1.downloadly.ir\/Files\/Elearning\/Coursera_Machine_Learning_in_Production_2025-2_Downloadly.ir.rar?nocache=1786112696\">Download \u2013 607 MB<\/a><\/p>\n<h5>Password file(s): <a>www.downloadly.ir<\/a><\/h5>\n<h3>File size<\/h3>\n<p>607 MB<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Descriptions Machine Learning in Production, In this Machine Learning in Production course, you will build intuition about designing a production ML system end-<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[75726,75727,75728,75729,75730,75731,75732,75733,75734],"class_list":["post-8602","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-andrew-ng","dgi_tag-coursera-machine-learning-in-production","dgi_tag-download-machine-learning-in-production","dgi_tag-free-download-machine-learning-in-production","dgi_tag-free-machine-learning-in-production","dgi_tag-machine-learning-in-production","dgi_tag-machine-learning-in-production-download","dgi_tag-machine-learning-in-production-free","dgi_tag-machine-learning-in-production-free-download"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8602","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\/8602\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=8602"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=8602"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=8602"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}