{"id":12512,"date":"2026-08-10T10:46:39","date_gmt":"2026-08-10T10:46:39","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-data-without-labels-video-edition-2025-5\/"},"modified":"2026-08-10T10:46:39","modified_gmt":"2026-08-10T10:46:39","slug":"oreilly-data-without-labels-video-edition-2025-5","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-data-without-labels-video-edition-2025-5\/","title":{"rendered":"Oreilly \u2013 Data Without Labels, Video Edition 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\">Data Without Labels, Video Edition. This course is a comprehensive guide to unsupervised learning that explores the mathematical foundations, key algorithms, and practical applications of the field. With a focus on practical implementation, this course introduces participants to the techniques and Python coding needed to build machine learning models based on unlabeled data. The course content is designed around real-world industry case studies and demonstrates how each technique can be applied to solve real-world problems. The course bridges the gap between complex mathematical concepts and practical implementation, covering the entire model development process from start to finish through deployment in an operational environment. Participants will explore unsupervised learning approaches that can be used to understand raw datasets and support strategic business decisions. Numerous business applications are explored in this course, including generative AI, predictive algorithms, and fraud detection. The main focus is on transforming raw text, image, and numerical data into valuable insights about customers, building accurate computer vision systems, and generating high-quality datasets for training AI models. Practical examples from industries such as retail, aviation, and banking are presented using fully explained Python code. Basic topics from clustering and dimensionality reduction to more advanced topics such as autoencoders and generative adversarial networks are covered in this course.<\/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\">The building blocks and basic concepts of machine learning and unsupervised learning.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Data cleansing for structured and unstructured data such as text and images.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Clustering algorithms such as K-means, hierarchical clustering, DBSCAN, Gaussian Mixture Models, and Spectral clustering.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Dimensionality reduction methods such as principal component analysis (PCA), SVD, multidimensional scaling, and t-SNE.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Association rule algorithms such as aPriori, ECLAT, and SPADE.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Unsupervised time series clustering, Gaussian Mixture models, and statistical methods.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Building neural networks such as GANs and autoencoders.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Working with Python tools and libraries such as sci-kit learn, numpy, Pandas, matplotlib, Seaborn, Keras, TensorFlow, and Flask.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">How to interpret unsupervised learning results.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Choosing the right algorithm for the problem at hand.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Deploying unsupervised learning in an operational environment.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Maintaining and updating the machine learning solution (ML solution).<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Real-world commercial and business applications for unsupervised learning.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">How to create and refine training datasets for artificial intelligence (AI).<\/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\">They are data science professionals.<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Have knowledge of Python and basic machine learning concepts.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Data Without Labels, Video Edition Course Details<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/videos\/data-without-labels\/9781617298721VE\/\" target=\"_blank\" rel=\"noopener\"><span dir=\"auto\" style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Instructor: <\/span><a class=\"MuiTypography-root MuiTypography-inherit MuiLink-root MuiLink-underlineAlways css-pnl0bw\" href=\"https:\/\/downloadlynet.ir\/tag\/vaibhav-verdhan\/\"><span dir=\"auto\" style=\"vertical-align: inherit\">Vaibhav Verdhan<\/span><\/a><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span dir=\"auto\" style=\"vertical-align: inherit\">Training duration: 10 hours and 42 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-1010502\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition1.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"868\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010492\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-2.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"891\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010493\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-3.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"856\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010494\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-4.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"862\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010495\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-5.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"886\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010496\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-6.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"861\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010497\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-7.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"862\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010498\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-8.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"838\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010499\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-9.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"856\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010500\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-10.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"863\"> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010501 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition-12.png\" alt=\"Data Without Labels, Video Edition\" width=\"295\" height=\"660\"><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span dir=\"auto\" style=\"vertical-align: inherit\">Images from the Data Without Labels, Video Edition course<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1010504 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Data-Without-Labels-Video-Edition.png\" alt=\"Data Without Labels, Video Edition\" width=\"1231\" height=\"392\"><\/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-178412-1\"><video class=\"wp-video-shortcode\" id=\"video-178412-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Without_Labels_Video_Edition_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Without_Labels_Video_Edition_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Without_Labels_Video_Edition_Downloadly.ir.mp4?nocache=1786172899295\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Without_Labels_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 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: None<\/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\/Oreilly_Data_Without_Labels_Video_Edition_2025-5.part1_Downloadly.ir.rar?nocache=1786172896\"><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\/Oreilly_Data_Without_Labels_Video_Edition_2025-5.part2_Downloadly.ir.rar?nocache=1786172896\"><span dir=\"auto\" style=\"vertical-align: inherit\">Download Part 2 \u2013 617 MB<\/span><\/a><\/p>\n<h4 dir=\"ltr\">Rapidgator link<\/h4>\n<p><a href=\"https:\/\/rapidgator.net\/file\/ce2c6e8328176806088efa785fa89cd4\/Oreilly_Data_Without_Labels_Video_Edition_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\/2cfc7484089e95e1825ca361fa951c62\/Oreilly_Data_Without_Labels_Video_Edition_2025-5.part2_Downloadly.ir.rar.html\" target=\"_blank\" rel=\"noopener\">Download Part 2 \u2013 617 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 Data Without Labels, Video Edition. This course is a comprehensive guide to unsupervised learning that explores the mathematical foundations, key al<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[103201,103202,103203,103204,103205,103206],"class_list":["post-12512","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-data-without-labels-video-edition","dgi_tag-download-course-data-without-labels-video-edition","dgi_tag-download-data-without-labels-video-edition","dgi_tag-free-data-without-labels-video-edition","dgi_tag-free-download-data-without-labels-video-edition","dgi_tag-vaibhav-verdhan"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12512","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\/12512\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12512"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12512"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}